[
  {
    "id": "doubao",
    "name": "Doubao",
    "company": "ByteDance",
    "region": "china",
    "tagline": "ByteDance AI assistant and model-facing consumer app",
    "description": "Doubao is ByteDance's AI assistant and model-facing consumer app. The row is the canonical consumer surface for Doubao chat, writing, image, and daily assistant workflows; model API access is tracked under Volcano Engine Ark.",
    "users": "157M+ MAU",
    "userCount": 157000000,
    "releaseDate": "2023-08",
    "technicalImpact": 88,
    "competitors": [
      "ernie",
      "chatgpt"
    ],
    "features": [
      "Advanced Chinese language model",
      "ByteDance ecosystem integration",
      "Image understanding",
      "Mobile-first design",
      "Voice interactions",
      "Creative writing",
      "Foundation model capability",
      "API or platform access"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales",
      "free": "Basic access",
      "premium": "Enhanced features"
    },
    "link": "https://www.doubao.com/",
    "apiLink": "https://www.volcengine.com/product/ark",
    "aiCoreShare": 75,
    "adoptionSignal": "QuestMobile data cited by SCMP put Doubao at 157M monthly active users in August 2025.",
    "sourceUrls": [
      "https://www.doubao.com/"
    ],
    "nativeName": "豆包",
    "scoringRationale": "ByteDance's flagship AI consumer app in China with 157M+ MAU as of early 2025 — the highest-adopted AI assistant in China. Score reflects massive domestic scale, multimodal capabilities (chat, image, video generation, voice), and ByteDance distribution advantage across Douyin and other apps. Scored below GPT-4o/Claude tiers because international reach and model frontier claims are not independently verified."
  },
  {
    "id": "meta-ai",
    "name": "Meta AI",
    "company": "Meta",
    "region": "global",
    "tagline": "AI assistant across Meta apps and the web",
    "description": "Meta AI is Meta's consumer assistant across Facebook, Instagram, WhatsApp, Messenger, and meta.ai. Meta reported roughly one billion monthly active Meta AI users across its apps in 2025, but that figure counts people who encountered the assistant inside apps they already had open — it is bundled exposure, not evidence that anyone chose Meta AI. No standalone retention, paid conversion, enterprise workflow, or developer/API adoption is disclosed, and third-party engagement data for meta.ai as a destination is thin.",
    "users": "~1B MAU across Meta apps (Meta-reported, bundled cross-app figure)",
    "userCount": 0,
    "releaseDate": "2023-09",
    "technicalImpact": 78,
    "competitors": [
      "chatgpt",
      "gemini",
      "copilot"
    ],
    "features": [
      "Llama 4 powered",
      "Image generation",
      "Cross-app integration",
      "Real-time info",
      "Voice messages",
      "Foundation model capability",
      "API or platform access",
      "Enterprise deployment"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales",
      "free": "Free"
    },
    "link": "https://meta.ai",
    "apiLink": "https://ai.meta.com",
    "aiCoreShare": 72,
    "adoptionSignal": "Meta reported ~1B monthly active Meta AI users across its apps in 2025. The figure is bundled cross-app exposure inside Facebook/Instagram/WhatsApp/Messenger; Meta discloses no standalone meta.ai retention, DAU, or paid-conversion figure, so it is recorded qualitatively rather than as a product-specific userCount.",
    "sourceUrls": [
      "https://www.cnbc.com/2025/05/28/zuckerberg-meta-ai-one-billion-monthly-users.html"
    ],
    "scoringRationale": "Reduced from 88 to 78. The previous score treated Meta's ~1B cross-app figure as product adoption, which conflicts with the catalog rule that userCount must reflect users of the AI product itself rather than parent-platform scale. Meta AI is a horizontal task assistant competing directly with ChatGPT, Claude, and Gemini, and it has no product-specific adoption figure, no durable workflow, no enterprise deployment evidence, and no developer ecosystem of its own — the profile the catalog caps at 78. Clears upward when Meta discloses standalone meta.ai retention, paid conversion, or enterprise/API adoption."
  },
  {
    "id": "copilot",
    "name": "Microsoft Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "General AI assistant across Microsoft products",
    "description": "Microsoft Copilot is Microsoft's general AI assistant across Microsoft products.",
    "users": "100M+",
    "userCount": 100000000,
    "releaseDate": "2023-02",
    "technicalImpact": 80,
    "competitors": [
      "chatgpt",
      "claude",
      "gemini"
    ],
    "features": [
      "GPT-5 generation powered",
      "Microsoft 365 integration",
      "Windows integration",
      "Image generation",
      "Web search with Bing",
      "Document analysis",
      "Knowledge work automation",
      "Document and communication workflows"
    ],
    "pricing": {
      "365": "$30/user/month - Full Office integration",
      "free": "$0/month - Basic access",
      "pro": "$20/month - Priority access",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://azure.microsoft.com/en-us/products/ai-services/openai-service",
    "aiCoreShare": 59,
    "contentReview": "needs-review"
  },
  {
    "id": "security-copilot",
    "name": "Security Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "AI assistant for security operations",
    "description": "Security Copilot is Microsoft's AI assistant for security operations.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "CrowdStrike",
      "Splunk",
      "Palo Alto Networks",
      "SentinelOne"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://learn.microsoft.com/copilot",
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "claude",
    "name": "Claude",
    "company": "Anthropic",
    "region": "global",
    "tagline": "Anthropic's assistant and model family for writing, analysis and coding",
    "description": "Claude is Anthropic's assistant and model family for writing, analysis, coding and tool-based workflows. The recorded lineup includes Opus 5.5, Sonnet 5.5, Fable 5.1 and Haiku 4.5. Developers use the Messages API; access, limits and retirement dates vary by platform. Claude Code is a separate coding-agent product in this catalog.",
    "users": "18.9M+ MAU est.",
    "userCount": 18900000,
    "releaseDate": "2023-03",
    "technicalImpact": 92,
    "competitors": [
      "chatgpt",
      "gemini",
      "grok",
      "gpt-5-5",
      "deepseek"
    ],
    "features": [
      "AI assistant for analysis, writing, coding, and research",
      "API, team, and enterprise access",
      "Haiku, Sonnet, and Opus model tiers",
      "Long-context and tool-use workflows",
      "Canonical Claude product family"
    ],
    "pricing": {
      "free": "$0/month - Basic access",
      "pro": "$20/month - Higher limits",
      "team": "Contact sales",
      "enterprise": "Contact sales"
    },
    "link": "https://claude.ai",
    "apiLink": "https://platform.claude.com/docs/en/models/overview",
    "aiCoreShare": 100,
    "adoptionSignal": "Anthropic does not disclose a global Claude MAU; 18.9M is a third-party estimate and should be treated as directional.",
    "scoringRationale": "Top-tier impact reflects Claude's frontier-model role across consumer, API, team, enterprise, coding, long-context, and tool-use workflows. It remains below ChatGPT-scale consumer reach because the public MAU figure is third-party directional, not company-disclosed.",
    "sourceUrls": [
      "https://claude.ai",
      "https://backlinko.com/claude-users/",
      "https://platform.claude.com/docs/en/models/overview"
    ],
    "versions": [
      {
        "name": "Claude current lineup",
        "variants": [
          "Sonnet 5.5",
          "Opus 5.5",
          "Fable 5.1",
          "Haiku 4.5"
        ],
        "note": "Checked against Anthropic's model overview; access and retirement dates vary by platform."
      },
      {
        "name": "Claude 5 family",
        "variants": [
          "Opus 5",
          "Sonnet 5",
          "Fable 5"
        ],
        "note": "Earlier releases."
      }
    ],
    "versionsUpdated": "2026-10-01",
    "descriptionKo": "Claude는 글쓰기·분석·코딩·도구 활용을 위한 Anthropic의 어시스턴트와 모델 제품군입니다. 확인된 제품군은 Opus 5.5, Sonnet 5.5, Fable 5.1, Haiku 4.5입니다. 개발자는 Messages API로 연동하며 플랫폼별 접근 권한·한도·지원 종료일을 확인해야 합니다. Claude Code는 별도 코딩 에이전트 제품입니다."
  },
  {
    "id": "gemini",
    "name": "Gemini",
    "company": "Google",
    "region": "global",
    "tagline": "Google's multimodal assistant and model family",
    "description": "Gemini is Google's assistant and model family, available through the Gemini app and developer APIs. The recorded lineup includes Gemini 3.8 Flash, Live and TTS models, alongside 3.5 Flash-Lite and the 3.1 Pro preview. Capabilities differ by model. Consumer subscriptions, API usage and Workspace access have separate terms; check the relevant product before buying.",
    "users": "750M+ MAU",
    "userCount": 750000000,
    "releaseDate": "2023-12",
    "technicalImpact": 92,
    "competitors": [
      "chatgpt",
      "claude",
      "grok",
      "gpt-5-5",
      "qwen"
    ],
    "features": [
      "Multimodal AI assistant and model family",
      "Flash, Pro, and embedding variants",
      "Google app and API distribution",
      "Workspace and Android ecosystem integration",
      "Canonical Gemini product family"
    ],
    "pricing": {
      "free": "Free access subject to account and usage limits",
      "paid": "Check current Google AI subscription pricing; API and Workspace billing are separate"
    },
    "link": "https://gemini.google.com",
    "apiLink": "https://ai.google.dev/gemini-api/docs/models",
    "aiCoreShare": 100,
    "adoptionSignal": "Alphabet disclosed that the Gemini app surpassed 750M monthly active users in Q4 2025 and that first-party models like Gemini processed more than 10B tokens per minute via direct API use.",
    "sourceUrls": [
      "https://s206.q4cdn.com/479360582/files/doc_financials/2025/q4/2025q4-alphabet-earnings-release.pdf",
      "https://techcrunch.com/2026/02/04/googles-gemini-app-has-surpassed-750m-monthly-active-users/",
      "https://ai.google.dev/gemini-api/docs/models"
    ],
    "scoringRationale": "Impact 92 is justified because Gemini is a first-party frontier model family with disclosed 750M+ app MAU, direct API usage above 10B tokens per minute, Google product distribution, developer/API access, and cloud/workspace integration. It should outrank vertical legal-AI products such as Harvey while staying below ChatGPT because ChatGPT has stronger standalone weekly-active-user evidence and clearer assistant category leadership.",
    "versions": [
      {
        "name": "Gemini 3.8",
        "variants": [
          "Flash",
          "Live",
          "Live Extended Thinking",
          "Flash TTS",
          "Flash-Lite TTS"
        ],
        "note": "Recorded from the API model catalog; modalities are not interchangeable."
      },
      {
        "name": "Gemini 3.7 Flash"
      },
      {
        "name": "Gemini 3.6 Flash",
        "note": "Earlier Flash release."
      },
      {
        "name": "Gemini 3.5 Flash-Lite",
        "note": "Lower-cost model listed alongside newer Flash releases."
      },
      {
        "name": "Gemini 3.1 Pro",
        "note": "Listed as preview."
      },
      {
        "name": "Gemini 2.5",
        "variants": [
          "Pro",
          "Flash",
          "Flash-Lite"
        ],
        "note": "Legacy access restrictions apply; consult the model catalog."
      }
    ],
    "versionsUpdated": "2026-10-01",
    "descriptionKo": "Gemini는 앱과 개발자 API로 제공되는 Google의 어시스턴트·모델 제품군입니다. 확인된 제품군에는 Gemini 3.8 Flash·Live·TTS, 3.5 Flash-Lite, 3.1 Pro 프리뷰가 포함됩니다. 지원 기능은 모델별로 다릅니다. 개인 구독·API·Workspace는 이용 조건이 별개이므로 구매할 제품을 확인하세요."
  },
  {
    "id": "chatgpt",
    "name": "ChatGPT",
    "company": "OpenAI",
    "region": "global",
    "tagline": "AI assistant for work, learning, and creativity",
    "description": "ChatGPT is the world's most popular AI assistant, running on OpenAI's GPT-5 generation models. It offers conversational AI for writing, analysis, coding, research, and creative tasks with web search, image generation, custom GPTs, and agentic task execution.",
    "users": "900M+ WAU",
    "userCount": 900000000,
    "releaseDate": "2022-11",
    "technicalImpact": 96,
    "competitors": [
      "claude",
      "gemini",
      "copilot",
      "ernie",
      "Microsoft Copilot",
      "Perplexity",
      "Abridge",
      "Microsoft Dragon Copilot",
      "Google MedLM",
      "OpenEvidence"
    ],
    "features": [
      "Writing, analysis, coding, and research assistant",
      "Canvas, Projects, Tasks, Connectors, and Deep Research modes",
      "Voice and image generation inside ChatGPT",
      "Healthcare and spreadsheet workflows as ChatGPT use cases",
      "Canonical ChatGPT product family"
    ],
    "pricing": {
      "free": "$0/month - Basic access",
      "plus": "$20/month - GPT models, ChatGPT Images",
      "team": "$25/user/month",
      "enterprise": "Contact sales"
    },
    "link": "https://chat.openai.com",
    "apiLink": "https://platform.openai.com",
    "aiCoreShare": 96,
    "adoptionSignal": "OpenAI disclosed 900M weekly active ChatGPT users in February 2026.",
    "scoringRationale": "ChatGPT is the clearest top-tier product in the catalog: mass consumer adoption, enterprise/team distribution, developer and multimodal surfaces, and ecosystem leverage across image, health, coding, search, and agent workflows.",
    "sourceUrls": [
      "https://techcrunch.com/2026/02/27/chatgpt-reaches-900m-weekly-active-users/",
      "https://help.openai.com/en/articles/20001046",
      "https://openai.com/index/healthbench/",
      "https://cdn.openai.com/pdf/keeping-patients-first.pdf",
      "https://openai.com/index/introducing-chatgpt-health/",
      "https://help.openai.com/en/articles/20001036-what-is-chatgpt-health",
      "https://openai.com/policies/health-privacy-policy/",
      "https://openai.com/index/introducing-4o-image-generation/",
      "https://help.openai.com/en/articles/11084440-chatgpt-images-faq",
      "https://platform.openai.com/docs/guides/images/image-generation"
    ]
  },
  {
    "id": "genspark",
    "name": "Genspark",
    "company": "Genspark",
    "region": "global",
    "tagline": "All-in-one AI workspace and agentic research platform.",
    "description": "Genspark is an all-in-one AI workspace built around Super Agent, with research, content generation, workflow, and task automation tools. It launched as AI search and pivoted in 2025 toward agentic workflows.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "OpenAI July 2025 case study says Super Agent reached $36M ARR in 45 days, but active-user counts are not disclosed.",
    "releaseDate": "2024-06",
    "technicalImpact": 80,
    "competitors": [
      "chatgpt",
      "claude",
      "perplexity",
      "liner-search"
    ],
    "features": [
      "AI workspace",
      "Deep research",
      "Presentation and document generation",
      "Agent workflows"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Teams / enterprise"
    },
    "link": "https://www.genspark.ai",
    "apiLink": null,
    "aiCoreShare": 86,
    "sourceUrls": [
      "https://www.genspark.ai/",
      "https://openai.com/index/genspark/"
    ],
    "scoringRationale": "Comprehensive AI workspace with Super Agent, research, and task automation — technically capable and backed by OpenAI partnership evidence, but scored at 80 rather than 84 because active user count is not disclosed and the product is early-stage relative to established AI productivity platforms."
  },
  {
    "id": "perplexity",
    "name": "Perplexity",
    "company": "Perplexity",
    "region": "global",
    "tagline": "AI answer engine for cited search and research.",
    "description": "Perplexity is an AI answer engine that searches the web and returns cited, conversational answers for research and everyday questions.",
    "users": "est. 15M+ MAU",
    "userCount": 15000000,
    "adoptionSignal": "Perplexity discloses global-scale retrieval infrastructure for its public answer engine, but active-user count is not disclosed in the catalog source.",
    "releaseDate": "2022-12",
    "technicalImpact": 84,
    "competitors": [
      "liner-search",
      "chatgpt",
      "claude",
      "genspark",
      "Khanmigo",
      "Duolingo Max",
      "Quizlet Q-Chat",
      "Chegg Mate"
    ],
    "features": [
      "Cited answers",
      "Web-grounded search",
      "Research workflows",
      "API access",
      "Suite modules: Perplexity Deep Research, Perplexity Pages, Perplexity Labs, Perplexity Spaces",
      "Adaptive learning",
      "Assessment support",
      "Instructor productivity",
      "Student-facing assistance"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Enterprise Pro"
    },
    "link": "https://www.perplexity.ai",
    "apiLink": "https://docs.perplexity.ai",
    "aiCoreShare": 86,
    "sourceUrls": [
      "https://www.perplexity.ai",
      "https://techcrunch.com/2024/04/23/perplexity-is-raising-250m-at-a-3b-valuation/",
      "https://docs.perplexity.ai"
    ],
    "scoringRationale": "AI answer engine with cited web-grounded responses, 15M+ MAU (CEO-reported as 'tens of millions'), and 100M+ daily queries. Differentiated from ChatGPT by real-time web grounding and citation-first UX. Score reflects strong organic growth, API platform, and Pro subscription traction. Kept at 84 rather than higher because revenue scale and enterprise lock-in trail top-tier platforms."
  },
  {
    "id": "hunyuan",
    "name": "Tencent Hy",
    "company": "Tencent",
    "region": "china",
    "tagline": "Tencent foundation model family",
    "description": "Tencent Hy, formerly branded Hunyuan, is Tencent's foundation-model family for coding, office work, scientific research, multimodal tasks, enterprise APIs, and consumer-product integrations. Yuanbao and CodeBuddy remain separate product surfaces that consume the family.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2023-09",
    "technicalImpact": 84,
    "competitors": [
      "ernie",
      "qwen",
      "doubao",
      "GPT-5",
      "claude",
      "Gemini 2.5",
      "Grok 4"
    ],
    "features": [
      "Language, video, 3D, and multimodal models",
      "Tencent Cloud and Yuanbao distribution",
      "Enterprise API access",
      "Canonical Hunyuan product family",
      "Suite modules: Tencent Hunyuan, Hunyuan Turbo, Hunyuan Video, Hunyuan 3D",
      "Foundation model capability",
      "API or platform access",
      "Enterprise deployment",
      "Multimodal or language specialization"
    ],
    "pricing": {
      "api": "Usage-based"
    },
    "link": "https://hunyuan.tencent.com/",
    "apiLink": "https://cloud.tencent.com/product/hunyuan",
    "aiCoreShare": 100,
    "adoptionSignal": "Tencent has broad distribution through WeChat and Yuanbao, but Hunyuan model users are not separately disclosed.",
    "sourceUrls": [
      "https://hunyuan.tencent.com/",
      "https://www.tencent.com/tencent-releases-and-open-sources-tencent-hy4-preview/",
      "https://www.tencent.com/tencent-hunyuan-officially-releases-hy3-advancing-agent-capabilities-and-deeper-product-integration/"
    ],
    "nativeName": "腾讯混元",
    "scoringRationale": "Tencent Hy is a major Chinese foundation-model family with Tencent Cloud, Yuanbao, CodeBuddy and enterprise distribution. Hy4 Preview is open-weight and available across multiple real products, but product-specific usage remains undisclosed, so the row stays below the 90-point global open-weight ecosystem tier.",
    "versions": [
      {
        "name": "Tencent Hy4 Preview",
        "released": "2026-08",
        "variants": [
          "770B total / 49B active parameters",
          "1M+ context",
          "Open weights"
        ],
        "note": "Current preview generation, available through Yuanbao, WorkBuddy, CodeBuddy, ima, TokenHub and OpenRouter."
      },
      {
        "name": "Tencent Hy3",
        "released": "2026-07"
      }
    ],
    "versionsUpdated": "2026-09-02"
  },
  {
    "id": "alexa",
    "name": "Alexa",
    "company": "Amazon",
    "region": "global",
    "tagline": "Voice AI assistant",
    "description": "Alexa is Amazon's voice AI assistant powering Echo devices and integrated into cars, smart home devices, and third-party products worldwide.",
    "users": "500M+ Alexa-enabled devices sold (installed base, not AI-product users)",
    "userCount": 0,
    "releaseDate": "2014-11",
    "technicalImpact": 78,
    "competitors": [
      "chatgpt",
      "gemini",
      "copilot",
      "meta-ai",
      "Dynamic Yield",
      "Bloomreach",
      "Constructor",
      "Algolia"
    ],
    "features": [
      "Voice assistant",
      "Shopping and smart-home workflows",
      "Device ecosystem distribution",
      "Canonical Alexa assistant product family"
    ],
    "pricing": {
      "free": "Included with Echo devices"
    },
    "link": "https://alexa.amazon.com",
    "apiLink": "https://developer.amazon.com/alexa",
    "aiCoreShare": 62,
    "sourceUrls": [],
    "scoringRationale": "Reduced from 84 to 78. The 500M figure is an installed device base, not adoption of the AI product, so it cannot carry the score under the rule that userCount must reflect users of the AI product itself. Alexa's assistant surface competes with horizontal assistants without a disclosed product-specific engagement figure, durable workflow lock-in, or developer ecosystem leverage of its own. Clears upward when Amazon discloses active assistant users or paid conversion.",
    "adoptionSignal": "Amazon discloses a 500M+ Alexa-enabled device installed base. That counts hardware sold, not people using the AI assistant, and Amazon does not disclose Alexa active users, LLM-assistant engagement, or paid conversion."
  },
  {
    "id": "gemini-for-google-workspace",
    "name": "Gemini for Google Workspace",
    "company": "Google",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Suite modules: Gemini in Sheets, Gemini in Docs, Gemini in Drive, Gemini in Gmail, Gemini in Slides, Gemini in Meet"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://workspace.google.com/solutions/ai/",
    "apiLink": null,
    "aiCoreShare": 68,
    "sourceUrls": [],
    "contentReview": "needs-review"
  },
  {
    "id": "notebooklm",
    "name": "Gemini Notebook",
    "company": "Google",
    "region": "global",
    "tagline": "Source-grounded research notebooks, formerly NotebookLM",
    "description": "Google's standalone research and learning notebook brings supplied sources into a shared workspace for synthesis and audio or video summaries. Renamed from NotebookLM in July 2026; cloud code execution and cross-app features depend on plan and rollout. Citations still need checking against the original material.",
    "users": "30M+ reported users (July 2026; activity cadence unspecified)",
    "userCount": 0,
    "releaseDate": "2023-07",
    "technicalImpact": 84,
    "competitors": [
      "perplexity",
      "liner-search",
      "chatgpt",
      "claude"
    ],
    "features": [
      "Document analysis",
      "Source citations",
      "Audio Overview",
      "Multi-source synthesis"
    ],
    "pricing": {
      "free": "Check current access and limits",
      "enterprise": "Check Google Workspace plans"
    },
    "link": "https://notebook.google/",
    "apiLink": null,
    "aiCoreShare": 70,
    "sourceUrls": [
      "https://notebook.google/",
      "https://blog.google/innovation-and-ai/products/gemini-notebook/notebooklm-gemini-notebook/"
    ],
    "scoringRationale": "Source-grounded notebooks and research outputs create a distinct workflow, but product-specific retention and paid adoption remain undisclosed. Impact stays at 84; the reported user total is not treated as active users.",
    "taglineKo": "자료에 근거한 리서치 노트북, 이전 이름 NotebookLM",
    "descriptionKo": "Google의 독립형 리서치·학습 노트북입니다. 사용자가 넣은 자료를 종합하고 오디오·영상 요약을 만듭니다. 2026년 7월 NotebookLM에서 이름을 바꿨으며, 클라우드 코드 실행과 앱 연동은 요금제와 출시 범위에 따라 다릅니다. 인용은 원문과 대조해야 합니다.",
    "adoptionSignal": "Google reported more than 30 million users and 600,000 organizations in July 2026. Activity cadence is unspecified; this is not a disclosed MAU figure.",
    "versions": [
      {
        "name": "Gemini Notebook",
        "released": "2026-07",
        "note": "Renamed from NotebookLM; a standalone product."
      },
      {
        "name": "NotebookLM",
        "note": "Previous product name."
      }
    ],
    "versionsUpdated": "2026-10-01"
  },
  {
    "id": "dynamics-365-copilot",
    "name": "Dynamics 365 Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "CRM and ERP assistant",
    "description": "Dynamics 365 Copilot is Microsoft's cRM and ERP assistant.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Perplexity"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://learn.microsoft.com/copilot",
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "microsoft-365-copilot",
    "name": "Microsoft 365 Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "AI assistant embedded across Microsoft 365",
    "description": "Microsoft 365 Copilot is Microsoft's AI assistant embedded across Microsoft 365.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Perplexity"
    ],
    "features": [
      "Suite modules: Copilot for Excel, Copilot for Teams, Copilot for Word, Copilot for OneNote, Copilot for Outlook, Copilot for PowerPoint"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://learn.microsoft.com/copilot",
    "aiCoreShare": 64,
    "sourceUrls": [],
    "contentReview": "needs-review"
  },
  {
    "id": "power-bi-copilot",
    "name": "Power BI Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "AI assistant for business intelligence",
    "description": "Power BI Copilot is Microsoft's AI assistant for business intelligence.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Perplexity"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://learn.microsoft.com/copilot",
    "aiCoreShare": 57,
    "contentReview": "needs-review"
  },
  {
    "id": "wrtn-ai",
    "name": "Wrtn AI",
    "company": "Wrtn",
    "region": "korea",
    "tagline": "Korea's consumer AI platform aggregating frontier models",
    "description": "Wrtn is Korea's largest consumer AI platform offering free access to frontier models (GPT-5 generation, Claude, Gemini) plus AI tools and writing features. Planning US market entry and IPO by 2028.",
    "users": "Not disclosed (5M figure is platform-wide registered users across all Wrtn products, not attributable to this product specifically)",
    "userCount": 0,
    "releaseDate": "2022-01",
    "technicalImpact": 76,
    "competitors": [
      "chatgpt",
      "perplexity"
    ],
    "features": [
      "Free access to frontier models",
      "AI writing tools",
      "Image generation",
      "Korea and Japan expansion",
      "Agent capabilities"
    ],
    "pricing": {
      "free": "Free with premium tiers"
    },
    "link": "https://wrtn.io",
    "apiLink": null,
    "aiCoreShare": 72,
    "nativeName": "뤼튼 AI",
    "scoringRationale": "Recalibrated to 76. The 5M figure is a platform-wide registered-user count across all Wrtn products (including Crack character app) — it cannot be attributed to this specific product surface. With userCount: 0, the frontier-substitution cap applies. Wrtn AI is a model aggregator (no proprietary model), scoring on par with other Korean consumer AI surfaces without verified product-specific MAU. Clears above CLOVA X (75) on broader model access and ARR trajectory signal, but well below Perplexity (84, 15M product-specific MAU) and SparkDesk (78, major Chinese AI assistant).",
    "sourceUrls": [
      "https://wrtn.ai/",
      "https://platum.kr/archives/220671"
    ]
  },
  {
    "id": "lbox-legal-data-platform",
    "name": "LBox",
    "company": "LBox",
    "region": "korea",
    "tagline": "Korean case-law database with AI search and analysis",
    "description": "LBox is Korea's largest private case-law database, structuring court decisions that were not previously accessible in searchable form and layering AI search and analysis over them. Korean lawyers use it for precedent research; the proprietary judgment corpus is the defensible asset rather than the model. Subscriber counts and revenue are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Structured Korean case-law corpus",
      "AI search over judgments",
      "Precedent and outcome analysis",
      "Citation back to source decisions",
      "Practitioner research workflow",
      "Suite modules: LBox Search, LBox AI",
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lbox.ai",
    "apiLink": null,
    "aiCoreShare": 66,
    "sourceUrls": [],
    "versions": [
      {
        "name": "LBox",
        "variants": [
          "LBox Search",
          "LBox AI"
        ]
      }
    ],
    "scoringRationale": "78 reflects a proprietary corpus asset: LBox structured Korean court decisions that were not previously searchable, and that corpus rather than the model is what competitors would have to rebuild. Held at the cap because subscriber counts and revenue are not disclosed.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "copilot-studio",
    "name": "Copilot Studio",
    "company": "Microsoft",
    "region": "global",
    "tagline": "Low-code copilot and agent builder",
    "description": "Copilot Studio is Microsoft's low-code copilot and agent builder.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "GitHub Copilot",
      "Cursor",
      "Windsurf Editor",
      "Tabnine",
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Suite modules: Copilot Studio Agents"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copilot.microsoft.com",
    "apiLink": "https://learn.microsoft.com/copilot",
    "aiCoreShare": 78,
    "sourceUrls": [],
    "contentReview": "needs-review"
  },
  {
    "id": "practical-law-ai",
    "name": "Practical Law AI",
    "company": "Thomson Reuters",
    "region": "global",
    "tagline": "Legal research and professional workflow AI",
    "description": "Practical Law AI is Thomson Reuters' legal research and professional workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/practical-law",
    "apiLink": null,
    "aiCoreShare": 66,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/practical-law"
    ],
    "scoringRationale": "Practical Law AI is Thomson Reuters' legal research product backed by the proprietary Practical Law content library — attorney-curated legal know-how, forms, and checklists that general LLMs cannot replicate. Proprietary data moat justifies holding above generic startup legal AI. No disclosed product-specific users.",
    "contentReview": "needs-review"
  },
  {
    "id": "google-vids",
    "name": "Google Vids",
    "company": "Google",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://workspace.google.com/solutions/ai/",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "breeze-copilot",
    "name": "Breeze Copilot",
    "company": "HubSpot",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.hubspot.com/products/artificial-intelligence",
    "apiLink": null,
    "aiCoreShare": 73,
    "sourceUrls": [
      "https://www.hubspot.com/products/artificial-intelligence"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "superlawyer",
    "name": "SuperLawyer",
    "company": "Law&Company",
    "region": "korea",
    "tagline": "AI legal assistant for Korean lawyers and legal teams",
    "description": "SuperLawyer is Law&Company's AI legal assistant for Korean lawyers, law firms, and corporate legal teams. It supports legal research, precedent analysis, document drafting, document-based conversation, and compliance checking with grounded citations and Korean legal data.",
    "descriptionKo": "SuperLawyer는 로앤컴퍼니가 한국 법조인을 위해 개발한 AI 법률 보조 서비스입니다. 변호사, 법무법인, 기업 법무팀을 주 고객으로 하며, 판례 분석, 법률 리서치, 문서 초안 작성, 문서 기반 대화, 컴플라이언스 검토를 RAG 기반의 인용 출처와 함께 제공합니다. 한국 법률 데이터를 특화 학습해 환각(hallucination)을 최소화하고 신뢰도 높은 법적 근거를 제시합니다. 6천 명 이상의 법률 전문가가 사용 중이며, 한국 법조 시장을 대상으로 한 AI 법률 보조 도구 중 가장 구체적인 도입 증거를 갖춘 제품입니다.",
    "users": "6K+ users",
    "userCount": 6000,
    "releaseDate": "2024-07",
    "technicalImpact": 78,
    "competitors": [
      "Harvey",
      "CoCounsel",
      "Lexis+ AI",
      "vLex Vincent"
    ],
    "features": [
      "Legal research",
      "Precedent analysis",
      "Document drafting",
      "Document-based conversation",
      "RAG with Korean legal data",
      "Citation and hallucination checks"
    ],
    "pricing": {
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales",
      "free": "Varies by plan"
    },
    "link": "https://superlawyer.co.kr",
    "apiLink": null,
    "aiCoreShare": 78,
    "adoptionSignal": "Anthropic's customer story says SuperLawyer reached 6,000 users, 20% of South Korean practicing lawyers, within 180 days, with 60.2% free-to-paid conversion and 79.1% second-month retention.",
    "sourceUrls": [
      "https://claude.com/customers/law-and-company",
      "https://www.etnews.com/20240701000024",
      "https://help.superlawyer.co.kr/"
    ],
    "scoringRationale": "Reduced from 84 to 78 in the 2026-07-29 fairness pass. 6,000 professional users is genuinely deep penetration of a small population (~17% of Korea's registered lawyers) inside a citation-grounded professional workflow — that clears the legal-AI workflow bar and earns a premium over generic legal surfaces (LawTalk 66). But Impact is domain-blind adoption scale, workflow depth, and reach: a Korea-only product with 6K absolute users cannot tie Perplexity (84, 15M+ MAU) or SVNet (84, 5M+ production vehicles). Protected, not Impact, is where the regulated-workflow moat is rewarded."
  },
  {
    "id": "lexis-argument-analyser",
    "name": "Lexis Argument Analyser",
    "company": "LexisNexis",
    "region": "global",
    "tagline": "Legal research, drafting, and analytics AI",
    "description": "Lexis Argument Analyser is LexisNexis' legal research, drafting, and analytics AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lexisnexis.com",
    "apiLink": null,
    "aiCoreShare": 54,
    "scoringRationale": "LexisNexis product with proprietary legal data backing, but narrower surface (argument analysis) with no disclosed adoption. Scores below Lexis+ AI (75) due to narrower use case.",
    "contentReview": "needs-review"
  },
  {
    "id": "lexis-snapshot",
    "name": "Lexis Snapshot",
    "company": "LexisNexis",
    "region": "global",
    "tagline": "Legal research, drafting, and analytics AI",
    "description": "Lexis Snapshot is LexisNexis' legal research, drafting, and analytics AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lexisnexis.com",
    "apiLink": null,
    "aiCoreShare": 61,
    "scoringRationale": "LexisNexis product; no disclosed users. Narrower document-summary surface with less clear proprietary data advantage vs. general LLMs for this specific task.",
    "contentReview": "needs-review"
  },
  {
    "id": "miro-ai",
    "name": "Miro AI",
    "company": "Miro",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://miro.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "spellbook-benchmarks",
    "name": "Spellbook Benchmarks",
    "company": "Spellbook",
    "region": "global",
    "tagline": "Contract drafting and review AI for legal teams",
    "description": "Spellbook Benchmarks is Spellbook's contract drafting and review AI for legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://spellbook.legal",
    "apiLink": null,
    "aiCoreShare": 67,
    "scoringRationale": "Recalibrated to 64. Benchmarking/evaluation tool for contract AI — narrow utility, no disclosed users, no proprietary legal data moat.",
    "contentReview": "needs-review"
  },
  {
    "id": "spellbook-review",
    "name": "Spellbook Review",
    "company": "Spellbook",
    "region": "global",
    "tagline": "Contract drafting and review AI for legal teams",
    "description": "Spellbook Review is Spellbook's contract drafting and review AI for legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://spellbook.legal",
    "apiLink": null,
    "aiCoreShare": 76,
    "scoringRationale": "Recalibrated to 68. Contract review surface with no disclosed users and no rationale for durable moat vs. Claude/ChatGPT on contract review tasks.",
    "contentReview": "needs-review"
  },
  {
    "id": "workday-illuminate",
    "name": "Workday Illuminate",
    "company": "Workday",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://workday.com",
    "apiLink": null,
    "aiCoreShare": 76,
    "contentReview": "needs-review"
  },
  {
    "id": "cocounsel-legal-research",
    "name": "CoCounsel Legal Research",
    "company": "Casetext",
    "region": "global",
    "tagline": "Legal assistant for research and document work",
    "description": "CoCounsel Legal Research is Casetext's legal assistant for research and document work.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
    "apiLink": null,
    "aiCoreShare": 60,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/cocounsel-legal"
    ],
    "scoringRationale": "CoCounsel Legal Research is grounded in Westlaw's proprietary legal database — the strongest moat in legaltech. No disclosed product-specific users, but proprietary data advantage is real and durable. Below Harvey (87) due to absent adoption evidence.",
    "contentReview": "needs-review"
  },
  {
    "id": "copy-ai-gtm-ai-platform",
    "name": "Copy.ai GTM AI Platform",
    "company": "Copy.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copy.ai",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "dropbox-ai",
    "name": "Dropbox AI",
    "company": "Dropbox",
    "region": "global",
    "tagline": "Search, summarisation and review across stored content",
    "description": "Dropbox AI summarises and answers over stored files, with Dash extending search across connected third-party tools, Replay adding AI review for video and DocSend adding document analytics. The stored corpus is the asset.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Knowledge work automation",
      "Document and communication workflows",
      "Enterprise governance",
      "Context-aware assistance",
      "Suite modules: Dropbox Replay AI, Dropbox DocSend AI, Dropbox Dash"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://dropbox.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Dropbox AI",
        "variants": [
          "Dropbox Replay AI",
          "Dropbox DocSend AI",
          "Dropbox Dash"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "fireflies-conversation-intelligence",
    "name": "Fireflies Conversation Intelligence",
    "company": "Fireflies.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://fireflies.ai",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "skt-a-dot",
    "name": "A.",
    "company": "SK Telecom",
    "region": "korea",
    "tagline": "Korean call, meeting and everyday assistant from SK Telecom",
    "description": "A. (에이닷) combines Korean call summaries, voice-phishing warnings, meeting transcription and everyday assistance. Its clearest differentiated use case is phone and meeting work, not a demonstrated advantage over global general-purpose assistants. SKT reports 10 million users; its January 2026 English executive column calls this MAU, without a published methodology or feature-level split.",
    "users": "10M+ users (company-reported; activity definition unverified)",
    "userCount": 10000000,
    "releaseDate": "2023-01",
    "technicalImpact": 80,
    "competitors": [
      "chatgpt-for-kakao",
      "chatgpt",
      "gemini"
    ],
    "features": [
      "Voice assistant",
      "Telecom integration",
      "Korean language",
      "Smart home control"
    ],
    "pricing": {
      "included": "Included with SKT subscription"
    },
    "link": "https://a.sktelecom.com/",
    "apiLink": null,
    "aiCoreShare": 64,
    "nativeName": "에이닷",
    "adoptionSignal": "SKT reports 10M A. users across its assistant suite. Its English January 2026 column labels the figure MAU; feature-level active use, paid conversion and international adoption are not disclosed. This is not the SKT subscriber base.",
    "scoringRationale": "Reviewed 2026-09-29: Impact 84 → 80. Domestic product reach is evidence, but an aggregate suite count does not establish broad workflow depth, paid demand or international ecosystem leverage. Call and meeting features justify inclusion, not a default recommendation over leading general-purpose assistants.",
    "sourceUrls": [
      "https://a.sktelecom.com/",
      "https://news.sktelecom.com/218051",
      "https://news.sktelecom.com/en/2624"
    ],
    "versions": [
      {
        "name": "A. 4.0",
        "released": "2026",
        "variants": [
          "A. Phone",
          "A. Note",
          "A. PC Web"
        ]
      }
    ],
    "versionsUpdated": "2026-09-02"
  },
  {
    "id": "anyword",
    "name": "Anyword",
    "company": "Anyword",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://anyword.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "gamma",
    "name": "Gamma",
    "company": "Gamma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gamma.app",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "gamma-presentations",
    "name": "Gamma Presentations",
    "company": "Gamma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gamma.app",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "breeze-agents",
    "name": "Breeze Agents",
    "company": "HubSpot",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.hubspot.com/products/artificial-intelligence",
    "apiLink": null,
    "aiCoreShare": 72,
    "sourceUrls": [
      "https://www.hubspot.com/products/artificial-intelligence"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "prot-g",
    "name": "Protégé",
    "company": "LexisNexis",
    "region": "global",
    "tagline": "Legal research, drafting, and analytics AI",
    "description": "Protégé is LexisNexis' legal research, drafting, and analytics AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.lexisnexis.com/en-us/products/protege.page",
    "apiLink": null,
    "aiCoreShare": 57,
    "sourceUrls": [
      "https://www.lexisnexis.com/en-us/products/protege.page"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "monday-ai",
    "name": "monday AI",
    "company": "Monday.com",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://monday.com",
    "apiLink": null,
    "aiCoreShare": 80,
    "contentReview": "needs-review"
  },
  {
    "id": "notion-ai",
    "name": "Notion AI",
    "company": "Notion",
    "region": "global",
    "tagline": "Writing, Q&A and automation across a Notion workspace",
    "description": "Notion AI drafts and edits inside pages, answers questions across the workspace, and extends into calendar and mail surfaces. Its advantage is proximity to the content a team already keeps in Notion, not model quality.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Knowledge work automation",
      "Document and communication workflows",
      "Enterprise governance",
      "Context-aware assistance",
      "Suite modules: Notion Q&A, Notion Calendar AI, Notion Mail AI"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://notion.so",
    "apiLink": null,
    "aiCoreShare": 73,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Notion AI",
        "variants": [
          "Notion Q&A",
          "Notion Calendar AI",
          "Notion Mail AI"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "robin-ai-search",
    "name": "Robin AI Search",
    "company": "Robin AI",
    "region": "global",
    "tagline": "Contract review and negotiation AI",
    "description": "Robin AI Search is Robin AI's contract review and negotiation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://robinai.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "scoringRationale": "Recalibrated to 68. Legal search surface with no disclosed users and no proprietary legal database advantage vs. LexisNexis or Westlaw-backed products.",
    "contentReview": "needs-review"
  },
  {
    "id": "superhuman-ask-ai",
    "name": "Superhuman Ask AI",
    "company": "Superhuman",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://superhuman.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "beautiful-ai-presentation-ai",
    "name": "Beautiful.ai Presentation AI",
    "company": "Beautiful.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beautiful.ai",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "coda-packs-ai",
    "name": "Coda Packs AI",
    "company": "Coda",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://coda.io",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "evisort-ai",
    "name": "Evisort AI",
    "company": "Evisort",
    "region": "global",
    "tagline": "Contract intelligence and workflow AI",
    "description": "Evisort AI is Evisort's contract intelligence and workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evisort.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "scoringRationale": "Recalibrated to 70. CLM AI surface with no disclosed users. Evisort has contract data accumulated from enterprise deployments, which provides modest moat, but no adoption evidence to support a higher score.",
    "contentReview": "needs-review"
  },
  {
    "id": "evisort-intake",
    "name": "Evisort Intake",
    "company": "Evisort",
    "region": "global",
    "tagline": "Contract intelligence and workflow AI",
    "description": "Evisort Intake is Evisort's contract intelligence and workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evisort.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "scoringRationale": "Recalibrated to 70. Contract intake AI with no disclosed users. Workflow-embedded but no disclosed traction.",
    "contentReview": "needs-review"
  },
  {
    "id": "monday-workcanvas-ai",
    "name": "monday WorkCanvas AI",
    "company": "Monday.com",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://monday.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "reclaim-smart-meetings",
    "name": "Reclaim Smart Meetings",
    "company": "Reclaim.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://reclaim.ai",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "robin-ai-contract-copilot",
    "name": "Robin AI Contract Copilot",
    "company": "Robin AI",
    "region": "global",
    "tagline": "Contract review and negotiation AI",
    "description": "Robin AI Contract Copilot is Robin AI's contract review and negotiation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://robinai.com",
    "apiLink": null,
    "aiCoreShare": 60,
    "scoringRationale": "Recalibrated to 68. Contract copilot with no disclosed users, no rationale for proprietary data or workflow lock-in vs. general LLMs.",
    "contentReview": "needs-review"
  },
  {
    "id": "rovo",
    "name": "Rovo",
    "company": "Atlassian",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.atlassian.com/software/rovo",
    "apiLink": null,
    "aiCoreShare": 62,
    "sourceUrls": [
      "https://www.atlassian.com/software/rovo"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "clickup-brain",
    "name": "ClickUp Brain",
    "company": "ClickUp",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clickup.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "granola",
    "name": "Granola",
    "company": "Granola",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://granola.ai",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "breeze-intelligence",
    "name": "Breeze Intelligence",
    "company": "HubSpot",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.hubspot.com/products/artificial-intelligence",
    "apiLink": null,
    "aiCoreShare": 70,
    "sourceUrls": [
      "https://www.hubspot.com/products/artificial-intelligence"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "legalon-playbooks",
    "name": "LegalOn Playbooks",
    "company": "LegalOn",
    "region": "global",
    "tagline": "Contract review AI for in-house legal teams",
    "description": "LegalOn Playbooks is LegalOn's contract review AI for in-house legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legalontech.com",
    "apiLink": null,
    "aiCoreShare": 74,
    "scoringRationale": "Recalibrated to 68. Contract playbook automation with no disclosed users and no rationale for durable differentiation vs. general-purpose LLMs.",
    "contentReview": "needs-review"
  },
  {
    "id": "lexis-plus-ai",
    "name": "Lexis+ AI",
    "company": "LexisNexis",
    "region": "global",
    "tagline": "Legal research, drafting, and analytics AI",
    "description": "Lexis+ AI is LexisNexis' legal research, drafting, and analytics AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lexisnexis.com",
    "apiLink": null,
    "aiCoreShare": 57,
    "scoringRationale": "Lexis+ AI is grounded in LexisNexis' proprietary legal research database — a genuine data moat comparable to CoCounsel/Westlaw. No disclosed product-specific users; proprietary legal content justifies holding above pure startup legal AI.",
    "contentReview": "needs-review"
  },
  {
    "id": "read-ai-search-copilot",
    "name": "Read AI Search Copilot",
    "company": "Read AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://read.ai",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "reclaim-habits",
    "name": "Reclaim Habits",
    "company": "Reclaim.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://reclaim.ai",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "coda-ai",
    "name": "Coda AI",
    "company": "Coda",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://coda.io",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "evenup-case-preparation",
    "name": "EvenUp Case Preparation",
    "company": "EvenUp",
    "region": "global",
    "tagline": "Personal-injury legal AI platform",
    "description": "EvenUp Case Preparation is EvenUp's personal-injury legal AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evenuplaw.com",
    "apiLink": null,
    "aiCoreShare": 63,
    "scoringRationale": "Recalibrated to 72. EvenUp has a real plaintiff litigation workflow and Series E funding at $2B+ valuation, but no disclosed product-specific user count. Retains modest premium over pure generic AI for workflow specificity in case chronologies and demand packages.",
    "contentReview": "needs-review"
  },
  {
    "id": "fathom-ai-summaries",
    "name": "Fathom AI Summaries",
    "company": "Fathom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://fathom.video",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "miro-assist",
    "name": "Miro Assist",
    "company": "Miro",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://miro.com",
    "apiLink": null,
    "aiCoreShare": 74,
    "contentReview": "needs-review"
  },
  {
    "id": "spellbook-associate",
    "name": "Spellbook Associate",
    "company": "Spellbook",
    "region": "global",
    "tagline": "Contract drafting and review AI for legal teams",
    "description": "Spellbook Associate is Spellbook's contract drafting and review AI for legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://spellbook.legal",
    "apiLink": null,
    "aiCoreShare": 71,
    "scoringRationale": "Recalibrated to 68. Startup contract-drafting AI with no disclosed user count and no rationale for proprietary legal data, professional workflow depth, or switching costs beyond what Claude/ChatGPT can provide. Generic legal AI surface.",
    "contentReview": "needs-review"
  },
  {
    "id": "highq-contract-analysis",
    "name": "HighQ Contract Analysis",
    "company": "Thomson Reuters",
    "region": "global",
    "tagline": "Legal research and professional workflow AI",
    "description": "HighQ Contract Analysis is Thomson Reuters' legal research and professional workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/highq",
    "apiLink": null,
    "aiCoreShare": 64,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/highq"
    ],
    "scoringRationale": "Recalibrated to 74. Thomson Reuters product backed by Westlaw legal data — earns a proprietary data premium over pure startup contract AI. No disclosed product-specific users; would score higher with adoption evidence.",
    "contentReview": "needs-review"
  },
  {
    "id": "workday-ai-agents",
    "name": "Workday AI Agents",
    "company": "Workday",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://workday.com",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "crack",
    "name": "Crack",
    "nativeName": "크랙",
    "company": "Wrtn",
    "region": "korea",
    "tagline": "AI character and interactive storytelling service",
    "description": "Crack is Wrtn's AI character and interactive storytelling service, where users create or chat with AI characters, continue personalized stories across genres, and participate as creators.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Wrtn lists Crack as an official service, but public Crack-specific active-user figures are not disclosed; company-level Wrtn usage should not be counted as Crack users.",
    "sourceUrls": [
      "https://wrtn.io/crack/"
    ],
    "releaseDate": "2023-06",
    "technicalImpact": 68,
    "scoringRationale": "Official Wrtn service with a clear AI character/story workflow, but kept below high-impact consumer platforms because Crack-specific active users, revenue, or deployment scale are not publicly disclosed.",
    "competitors": [
      "character-ai",
      "chatgpt",
      "claude",
      "gemini"
    ],
    "features": [
      "AI character chat",
      "Personalized story continuation",
      "Genre discovery and recommendations",
      "Creator monetization system"
    ],
    "pricing": {
      "free": "Free with premium"
    },
    "link": "https://wrtn.io/crack/",
    "apiLink": null,
    "aiCoreShare": 67
  },
  {
    "id": "zoom-virtual-agent",
    "name": "Zoom Virtual Agent",
    "company": "Zoom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoom.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "6sense-conversational-email",
    "name": "6sense Conversational Email",
    "company": "6sense",
    "region": "global",
    "tagline": "Account-based revenue AI",
    "description": "6sense Conversational Email is 6sense's account-based revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://6sense.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "airtable-automations-ai",
    "name": "Airtable Automations AI",
    "company": "Airtable",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://airtable.com",
    "apiLink": null,
    "aiCoreShare": 76,
    "contentReview": "needs-review"
  },
  {
    "id": "make-designs",
    "name": "Make Designs",
    "company": "Figma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Workato",
      "Tray.io"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.figma.com/make/",
    "apiLink": null,
    "aiCoreShare": 68,
    "sourceUrls": [
      "https://www.figma.com/make/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "chatspot",
    "name": "ChatSpot",
    "company": "HubSpot",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.hubspot.com/products/artificial-intelligence/breeze-ai-assistant?hs_from=chatspot",
    "apiLink": null,
    "aiCoreShare": 72,
    "sourceUrls": [
      "https://www.hubspot.com/products/artificial-intelligence/breeze-ai-assistant?hs_from=chatspot"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "otter",
    "name": "Otter",
    "company": "Otter.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://otter.ai",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "patsnap-chemical",
    "name": "PatSnap",
    "company": "PatSnap",
    "region": "global",
    "tagline": "AI research over patent, chemical and biomedical literature",
    "description": "PatSnap searches and analyses patents, scientific literature, chemical structures and biomedical data for R&D and IP teams, with the Eureka assistant answering questions across that corpus. The proprietary IP and literature index is the asset rather than the model.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots",
      "Suite modules: Eureka, PatSnap Bio, PatSnap Discovery, PatSnap Synapse"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://patsnap.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "sourceUrls": [
      "https://eureka.patsnap.com/"
    ],
    "versions": [
      {
        "name": "PatSnap",
        "variants": [
          "Eureka",
          "PatSnap Bio",
          "PatSnap Discovery",
          "PatSnap Synapse"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "writer-palmyra",
    "name": "Writer Palmyra",
    "company": "Writer",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://writer.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "zoom-docs-ai",
    "name": "Zoom Docs AI",
    "company": "Zoom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoom.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "allibee-legal-ai-platform",
    "name": "allibee Legal AI Platform",
    "nativeName": "앨리비",
    "company": "BHSN",
    "region": "korea",
    "tagline": "BHSN's all-in-one legal AI platform for enterprise legal and business teams.",
    "description": "allibee is BHSN's all-in-one legal AI platform, built on its in-house legal-specialized LLM (Astro). It unifies legal search, AI contract review, contract lifecycle management, a business agent for knowledge search and decision support, and legal OCR with workflow automation. Splitting the business agent and contract-review modules into standalone rows overstates the product-line count. Adoption metrics are not publicly disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Legal search and legal-specialized LLM (Astro)",
      "AI contract review",
      "Contract lifecycle management (CLM)",
      "Business agent for knowledge search and decision support",
      "Legal OCR",
      "Workflow automation"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.bhsn.ai/en/bhsn/legal-ai",
    "apiLink": null,
    "aiCoreShare": 71,
    "sourceUrls": [
      "https://www.bhsn.ai/en/bhsn/legal-ai",
      "https://www.bhsn.ai/",
      "https://www.bhsn.ai/en/terms",
      "https://www.bhsn.ai/newsroom/bodojaryo-bhsn-olinweon-rigeolai-solrusyeon-aelribi-eijeonteu-for-legal-jeongsig-culsi"
    ],
    "scoringRationale": "Recalibrated to 70. Korean legal AI platform, no disclosed users, no rationale for proprietary Korean legal data depth or professional workflow moat beyond general LLM access."
  },
  {
    "id": "claygent",
    "name": "Claygent",
    "company": "Clay",
    "region": "global",
    "tagline": "AI prospect research and enrichment platform",
    "description": "Claygent is Clay's AI prospect research and enrichment platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clay.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "coda-brain",
    "name": "Coda Brain",
    "company": "Coda",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://coda.io",
    "apiLink": null,
    "aiCoreShare": 74,
    "contentReview": "needs-review"
  },
  {
    "id": "dingtalk-meeting-ai",
    "name": "DingTalk AI",
    "company": "DingTalk",
    "region": "china",
    "tagline": "AI across Alibaba's DingTalk workplace suite",
    "description": "DingTalk AI covers meeting transcription and summarisation, document drafting, an assistant across the workspace, and project automation in Teambition — all inside Alibaba's enterprise collaboration suite, which is one of China's two dominant workplace platforms. Distribution is the suite; Alibaba discloses no AI-feature-specific engagement figures.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Otter.ai",
      "Fireflies",
      "tldv",
      "Granola",
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots",
      "Suite modules: DingTalk Docs AI, DingTalk AI Assistant, DingTalk Teambition AI"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://dingtalk.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "sourceUrls": [],
    "versions": [
      {
        "name": "DingTalk AI",
        "variants": [
          "DingTalk Docs AI",
          "DingTalk AI Assistant",
          "DingTalk Teambition AI"
        ]
      }
    ],
    "scoringRationale": "77 reflects AI embedded across one of China's two dominant enterprise collaboration suites. Distribution is the suite, not the AI — under the parent-platform rule DingTalk's seat base cannot carry the score, and Alibaba discloses no AI-feature-specific engagement figure.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "ironclad-playbooks",
    "name": "Ironclad Playbooks",
    "company": "Ironclad",
    "region": "global",
    "tagline": "Contract lifecycle AI",
    "description": "Ironclad Playbooks is Ironclad's contract lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ironcladapp.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "scoringRationale": "Recalibrated to 70. Ironclad playbooks provide enterprise contract workflow structure, but no disclosed product-specific users and no rationale distinguishing this surface from general LLM contract review.",
    "contentReview": "needs-review"
  },
  {
    "id": "motion",
    "name": "Motion",
    "company": "Motion",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://usemotion.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "paradox-scheduling",
    "name": "Paradox Scheduling",
    "company": "Paradox",
    "region": "global",
    "tagline": "Conversational recruiting automation",
    "description": "Paradox Scheduling is Paradox's conversational recruiting automation.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://paradox.ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "regie-ai",
    "name": "Regie.ai",
    "company": "Regie.ai",
    "region": "global",
    "tagline": "Outbound sales content and agent platform",
    "description": "Regie.ai is Regie.ai's outbound sales content and agent platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://regie.ai",
    "apiLink": null,
    "aiCoreShare": 63,
    "contentReview": "needs-review"
  },
  {
    "id": "seekout-spot",
    "name": "SeekOut Spot",
    "company": "SeekOut",
    "region": "global",
    "tagline": "Talent search and workforce AI",
    "description": "SeekOut Spot is SeekOut's talent search and workforce AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://seekout.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "beamery-workforce-planning",
    "name": "Beamery Workforce Planning",
    "company": "Beamery",
    "region": "global",
    "tagline": "Talent lifecycle AI",
    "description": "Beamery Workforce Planning is Beamery's talent lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beamery.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "mercor-matching",
    "name": "Mercor Matching",
    "company": "Mercor",
    "region": "global",
    "tagline": "AI recruiting marketplace and interviewer",
    "description": "Mercor Matching is Mercor's AI recruiting marketplace and interviewer.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://mercor.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "superhuman-instant-reply",
    "name": "Superhuman Instant Reply",
    "company": "Superhuman",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://superhuman.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "contentReview": "needs-review"
  },
  {
    "id": "zoominfo-intent-ai",
    "name": "ZoomInfo Intent AI",
    "company": "ZoomInfo",
    "region": "global",
    "tagline": "B2B data and revenue AI",
    "description": "ZoomInfo Intent AI is ZoomInfo's b2B data and revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoominfo.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "cocounsel-core",
    "name": "CoCounsel Core",
    "company": "Casetext",
    "region": "global",
    "tagline": "Legal assistant for research and document work",
    "description": "CoCounsel Core is Casetext's legal assistant for research and document work.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
    "apiLink": null,
    "aiCoreShare": 58,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/cocounsel-legal"
    ],
    "scoringRationale": "CoCounsel Core is Thomson Reuters' flagship AI legal assistant backed by Westlaw's proprietary legal database. TR/Westlaw data moat is genuine and not replicable by ChatGPT/Claude. No disclosed product-specific user count; would score higher with adoption evidence.",
    "contentReview": "needs-review"
  },
  {
    "id": "demandbase-one-ai",
    "name": "Demandbase One AI",
    "company": "Demandbase",
    "region": "global",
    "tagline": "B2B go-to-market AI",
    "description": "Demandbase One AI is Demandbase's b2B go-to-market AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://demandbase.com",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "evenup-demands",
    "name": "EvenUp Demands",
    "company": "EvenUp",
    "region": "global",
    "tagline": "Personal-injury legal AI platform",
    "description": "EvenUp Demands is EvenUp's personal-injury legal AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evenuplaw.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "scoringRationale": "Recalibrated to 70. Demand letter automation within the EvenUp platform — no disclosed users, narrow litigation-plaintiff surface.",
    "contentReview": "needs-review"
  },
  {
    "id": "fathom",
    "name": "Fathom",
    "company": "Fathom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://fathom.video",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "fireflies-ai",
    "name": "Fireflies.ai",
    "company": "Fireflies.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://fireflies.ai",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "harvey",
    "name": "Harvey",
    "company": "Harvey",
    "region": "global",
    "tagline": "Legal and professional-services AI platform",
    "description": "Harvey is a legal and professional-services AI platform for law firms and in-house legal teams. The canonical row covers Assistant, Vault, Knowledge, Workflow Agents, Contract Intelligence, Shared Spaces, and related legal workflow modules rather than splitting each module into a standalone product. Current first-party evidence records global usage, daily workflow volume, enterprise security controls, and firmwide legal-team deployments.",
    "users": "142K+ legal professionals",
    "userCount": 142000,
    "releaseDate": "2022-11",
    "technicalImpact": 87,
    "competitors": [
      "superlawyer",
      "CoCounsel",
      "Lexis+ AI",
      "Legora",
      "Spellbook",
      "Robin AI"
    ],
    "features": [
      "Assistant legal research and drafting",
      "Vault document storage and bulk analysis",
      "Knowledge for legal, regulatory, and tax research",
      "Workflow Agents and custom legal agents",
      "Contract Intelligence",
      "Shared Spaces and enterprise governance"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.harvey.ai/platform",
    "apiLink": null,
    "aiCoreShare": 88,
    "adoptionSignal": "Harvey says more than 142,000 legal professionals across 1,500+ organizations in 60 countries rely on Harvey, with 92% monthly adoption, 200K+ queries per day, and 1.3M+ files processed per day.",
    "scoringRationale": "Harvey is the leading AI platform for legal professionals, with 142K+ users across the majority of AmLaw 100 firms, 25K+ custom legal agents, and deep workflow coverage across research, drafting, document review, M&A due diligence, and regulatory work. Reduced from 90 to 87: the above-90 rule requires first-party model control, frontier-model role, or durable non-model workflow control. Harvey has strong non-model workflow control (legal data, firm-specific agents, switching costs) but runs on external frontier models (OpenAI, Anthropic) rather than owning one. GitHub Copilot (90) has 20M users and native platform distribution — Harvey's 142K professional users, while highly sticky, do not support parity at 90. 87 reflects best-in-class vertical AI with a strong legal-sector moat. Re-evaluates upward if Harvey discloses a proprietary model or moves above 250K professional users with documented retention.",
    "sourceUrls": [
      "https://www.harvey.ai/platform",
      "https://www.harvey.ai/customers",
      "https://www.harvey.ai/blog/harvey-raises-at-dollar11-billion-valuation-to-scale-agents-across-law-firms-and-enterprises"
    ]
  },
  {
    "id": "phenom-career-site-ai",
    "name": "Phenom Career Site AI",
    "company": "Phenom",
    "region": "global",
    "tagline": "HR and talent experience AI",
    "description": "Phenom Career Site AI is Phenom's hR and talent experience AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://phenom.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "readouts",
    "name": "Readouts",
    "company": "Read AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://read.ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "workday-skills-cloud",
    "name": "Workday Skills Cloud",
    "company": "Workday",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://workday.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "writer-knowledge-graph",
    "name": "Writer Knowledge Graph",
    "company": "Writer",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://writer.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "zoom-ai-companion",
    "name": "Zoom AI Companion",
    "company": "Zoom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoom.com",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "zoom-revenue-accelerator",
    "name": "Zoom Revenue Accelerator",
    "company": "Zoom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoom.com",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "atlassian-intelligence",
    "name": "Atlassian Intelligence",
    "company": "Atlassian",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://atlassian.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "beamery-crm",
    "name": "Beamery CRM",
    "company": "Beamery",
    "region": "global",
    "tagline": "Talent lifecycle AI",
    "description": "Beamery CRM is Beamery's talent lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beamery.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "gloat-skills-foundation",
    "name": "Gloat Skills Foundation",
    "company": "Gloat",
    "region": "global",
    "tagline": "Internal talent marketplace AI",
    "description": "Gloat Skills Foundation is Gloat's internal talent marketplace AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gloat.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "lexis-create-plus",
    "name": "Lexis Create+",
    "company": "LexisNexis",
    "region": "global",
    "tagline": "Legal research, drafting, and analytics AI",
    "description": "Lexis Create+ is LexisNexis' legal research, drafting, and analytics AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lexisnexis.com",
    "apiLink": null,
    "aiCoreShare": 64,
    "scoringRationale": "LexisNexis drafting surface; no disclosed users. Drafting is more substitutable by general LLMs even with legal data grounding. Lower than research/analysis surfaces.",
    "contentReview": "needs-review"
  },
  {
    "id": "motion-ai-calendar",
    "name": "Motion AI Calendar",
    "company": "Motion",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://usemotion.com",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "regieone",
    "name": "RegieOne",
    "company": "Regie.ai",
    "region": "global",
    "tagline": "Outbound sales content and agent platform",
    "description": "RegieOne is Regie.ai's outbound sales content and agent platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://regie.ai",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "slack-ai",
    "name": "Slack AI",
    "company": "Slack",
    "region": "global",
    "tagline": "Summarisation, search and workflow automation in Slack",
    "description": "Slack AI summarises channels and threads, answers questions from message history, takes huddle notes and builds workflows from description. The conversation archive is the differentiator; distribution is Salesforce's Slack seat base rather than earned AI adoption.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Knowledge work automation",
      "Document and communication workflows",
      "Enterprise governance",
      "Context-aware assistance",
      "Suite modules: Slack Huddles AI Notes, Slack Search Answers, Slack Workflow Builder AI"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://slack.com/features/ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Slack AI",
        "variants": [
          "Slack Huddles AI Notes",
          "Slack Search Answers",
          "Slack Workflow Builder AI"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "spellbook-draft",
    "name": "Spellbook Draft",
    "company": "Spellbook",
    "region": "global",
    "tagline": "Contract drafting and review AI for legal teams",
    "description": "Spellbook Draft is Spellbook's contract drafting and review AI for legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://spellbook.legal",
    "apiLink": null,
    "aiCoreShare": 67,
    "scoringRationale": "Recalibrated to 66. Contract drafting AI, no disclosed users, no proprietary legal data. Generic drafting surface that competes with general LLMs.",
    "contentReview": "needs-review"
  },
  {
    "id": "cocounsel-drafting",
    "name": "CoCounsel Drafting",
    "company": "Thomson Reuters",
    "region": "global",
    "tagline": "Legal research and professional workflow AI",
    "description": "CoCounsel Drafting is Thomson Reuters' legal research and professional workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
    "apiLink": null,
    "aiCoreShare": 67,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/cocounsel-legal"
    ],
    "scoringRationale": "CoCounsel Drafting benefits from TR/Westlaw data context but drafting is more substitutable by general LLMs than research. No disclosed users.",
    "contentReview": "needs-review"
  },
  {
    "id": "6sense-segments",
    "name": "6sense Segments",
    "company": "6sense",
    "region": "global",
    "tagline": "Account-based revenue AI",
    "description": "6sense Segments is 6sense's account-based revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://6sense.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "apollo-data-enrichment-ai",
    "name": "Apollo Data Enrichment AI",
    "company": "Apollo",
    "region": "global",
    "tagline": "Sales intelligence and outbound AI",
    "description": "Apollo Data Enrichment AI is Apollo's sales intelligence and outbound AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "Gong",
      "Outreach",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://apollo.io",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "deepl-translator",
    "name": "DeepL",
    "company": "DeepL",
    "region": "global",
    "tagline": "Machine translation, writing assistance and speech",
    "description": "DeepL provides translation that professional users consistently rate above general assistants for European language pairs, plus writing improvement and real-time speech translation. Translation quality on a focused set of languages is the entire proposition.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Knowledge work automation",
      "Document and communication workflows",
      "Enterprise governance",
      "Context-aware assistance",
      "Suite modules: DeepL Write, DeepL Voice"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://deepl.com",
    "apiLink": null,
    "aiCoreShare": 80,
    "sourceUrls": [],
    "versions": [
      {
        "name": "DeepL",
        "variants": [
          "DeepL Write",
          "DeepL Voice"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "evenup-claims-intelligence-platform",
    "name": "EvenUp Claims Intelligence Platform",
    "company": "EvenUp",
    "region": "global",
    "tagline": "Personal-injury legal AI platform",
    "description": "EvenUp Claims Intelligence Platform is EvenUp's personal-injury legal AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evenuplaw.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "scoringRationale": "Recalibrated to 68. Claims analytics layer with no disclosed user count and no rationale for adoption scale or proprietary data.",
    "contentReview": "needs-review"
  },
  {
    "id": "fireflies-ai-notetaker",
    "name": "Fireflies AI Notetaker",
    "company": "Fireflies.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://fireflies.ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "seekout-grow",
    "name": "SeekOut Grow",
    "company": "SeekOut",
    "region": "global",
    "tagline": "Talent search and workforce AI",
    "description": "SeekOut Grow is SeekOut's talent search and workforce AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://seekout.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "evisort-contract-intelligence",
    "name": "Evisort Contract Intelligence",
    "company": "Evisort",
    "region": "global",
    "tagline": "Contract intelligence and workflow AI",
    "description": "Evisort Contract Intelligence is Evisort's contract intelligence and workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evisort.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "scoringRationale": "Recalibrated to 68. Contract intelligence layer with no disclosed users and no rationale for proprietary advantage.",
    "contentReview": "needs-review"
  },
  {
    "id": "feishu-meetings-ai",
    "name": "Feishu AI",
    "company": "Feishu",
    "region": "china",
    "tagline": "AI across ByteDance's Feishu/Lark workplace suite",
    "description": "Feishu AI covers meeting transcription and summarisation, document drafting and an assistant spanning the workspace, inside ByteDance's collaboration suite (Lark outside China). It competes directly with DingTalk for Chinese enterprise seats and with Microsoft 365 Copilot internationally. ByteDance discloses no AI-feature-specific engagement figures.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots",
      "Suite modules: Feishu Docs AI, Feishu My AI"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://feishu.cn",
    "apiLink": null,
    "aiCoreShare": 74,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Feishu AI",
        "variants": [
          "Feishu Docs AI",
          "Feishu My AI"
        ]
      }
    ],
    "scoringRationale": "72 reflects AI inside ByteDance's collaboration suite, competing with DingTalk for Chinese enterprise seats. The suite's seat base is parent-platform distribution and cannot carry the score; ByteDance discloses no AI-feature-specific engagement.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "gloat-talent-marketplace",
    "name": "Gloat Talent Marketplace",
    "company": "Gloat",
    "region": "global",
    "tagline": "Internal talent marketplace AI",
    "description": "Gloat Talent Marketplace is Gloat's internal talent marketplace AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gloat.com",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "otterpilot",
    "name": "OtterPilot",
    "company": "Otter.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://otter.ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "reclaim-ai",
    "name": "Reclaim.ai",
    "company": "Reclaim.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://reclaim.ai",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "asana-intelligence",
    "name": "Asana Intelligence",
    "company": "Asana",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://asana.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "confluence-ai",
    "name": "Confluence AI",
    "company": "Atlassian",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.atlassian.com/software/confluence/ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "sourceUrls": [
      "https://www.atlassian.com/software/confluence/ai"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "beautiful-ai-team-plan",
    "name": "Beautiful.ai Team Plan",
    "company": "Beautiful.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beautiful.ai",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "gong-ai-brief",
    "name": "Gong AI",
    "company": "Gong",
    "region": "global",
    "tagline": "Revenue intelligence over recorded sales conversations",
    "description": "Gong records, transcribes and analyses sales calls, then surfaces deal risk, forecast signal and coaching cues from the conversation corpus. Briefs, spotlights, ask-anything search, engagement and forecasting are features of one revenue-intelligence platform sold on a single contract, not separate purchases.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Apollo",
      "Outreach",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots",
      "Suite modules: Gong Call Spotlight, Gong Ask Anything, Gong Engage, Gong Forecast"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gong.io",
    "apiLink": null,
    "aiCoreShare": 68,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Gong AI",
        "variants": [
          "Gong Call Spotlight",
          "Gong Ask Anything",
          "Gong Engage",
          "Gong Forecast"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "granola-notes",
    "name": "Granola Notes",
    "company": "Granola",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://granola.ai",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "greenhouse-sourcing-automation",
    "name": "Greenhouse Sourcing Automation",
    "company": "Greenhouse",
    "region": "global",
    "tagline": "Applicant-tracking AI features",
    "description": "Greenhouse Sourcing Automation is Greenhouse's applicant-tracking AI features.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://greenhouse.com",
    "apiLink": null,
    "aiCoreShare": 60,
    "contentReview": "needs-review"
  },
  {
    "id": "metaview-ai-notes",
    "name": "Metaview AI Notes",
    "company": "Metaview",
    "region": "global",
    "tagline": "AI interview notes and recruiting intelligence",
    "description": "Metaview AI Notes is Metaview's AI interview notes and recruiting intelligence.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://metaview.ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "motion-project-manager",
    "name": "Motion Project Manager",
    "company": "Motion",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://usemotion.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "asana-smart-goals",
    "name": "Asana Smart Goals",
    "company": "Asana",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://asana.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "beautiful-ai-designerbot",
    "name": "Beautiful.ai DesignerBot",
    "company": "Beautiful.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beautiful.ai",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "grammarlygo",
    "name": "GrammarlyGO",
    "company": "Grammarly",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://grammarly.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "hirevue-interview-builder",
    "name": "HireVue Interview Builder",
    "company": "HireVue",
    "region": "global",
    "tagline": "Hiring and interview AI",
    "description": "HireVue Interview Builder is HireVue's hiring and interview AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://hirevue.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "legalon-contract-review",
    "name": "LegalOn Contract Review",
    "company": "LegalOn",
    "region": "global",
    "tagline": "Contract review AI for in-house legal teams",
    "description": "LegalOn Contract Review is LegalOn's contract review AI for in-house legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legalontech.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "scoringRationale": "Recalibrated to 66. Contract review AI with no disclosed users and no proprietary legal data advantage.",
    "contentReview": "needs-review"
  },
  {
    "id": "outreach-ai-prospecting",
    "name": "Outreach AI Prospecting",
    "company": "Outreach",
    "region": "global",
    "tagline": "Sales execution AI",
    "description": "Outreach AI Prospecting is Outreach's sales execution AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Gong",
      "Apollo",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://outreach.io",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "westlaw-precision-ai",
    "name": "Westlaw Precision AI",
    "company": "Thomson Reuters",
    "region": "global",
    "tagline": "Legal research and professional workflow AI",
    "description": "Westlaw Precision AI is Thomson Reuters' legal research and professional workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/westlaw-advantage",
    "apiLink": null,
    "aiCoreShare": 62,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/westlaw-advantage"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "anyword-performance-prediction",
    "name": "Anyword Performance Prediction",
    "company": "Anyword",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://anyword.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "asana-smart-status",
    "name": "Asana Smart Status",
    "company": "Asana",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://asana.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "grammarly",
    "name": "Grammarly",
    "company": "Grammarly",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://grammarly.com",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "phenom-x-plus",
    "name": "Phenom X+",
    "company": "Phenom",
    "region": "global",
    "tagline": "HR and talent experience AI",
    "description": "Phenom X+ is Phenom's hR and talent experience AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://phenom.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "conductor-ai",
    "name": "Conductor AI",
    "company": "Salesloft",
    "region": "global",
    "tagline": "Sales engagement and conversation AI",
    "description": "Conductor AI is Salesloft's sales engagement and conversation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.salesloft.com/platform/conductor-ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "sourceUrls": [
      "https://www.salesloft.com/platform/conductor-ai"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "6sense-revenue-ai",
    "name": "6sense Revenue AI",
    "company": "6sense",
    "region": "global",
    "tagline": "Account-based revenue AI",
    "description": "6sense Revenue AI is 6sense's account-based revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://6sense.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "beamery-skills-intelligence",
    "name": "Beamery Skills Intelligence",
    "company": "Beamery",
    "region": "global",
    "tagline": "Talent lifecycle AI",
    "description": "Beamery Skills Intelligence is Beamery's talent lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beamery.com",
    "apiLink": null,
    "aiCoreShare": 60,
    "contentReview": "needs-review"
  },
  {
    "id": "box-hubs-ai",
    "name": "Box Hubs AI",
    "company": "Box",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://box.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "clari-copilot",
    "name": "Clari Copilot",
    "company": "Clari",
    "region": "global",
    "tagline": "Revenue operations AI",
    "description": "Clari Copilot is Clari's revenue operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clari.com",
    "apiLink": null,
    "aiCoreShare": 57,
    "contentReview": "needs-review"
  },
  {
    "id": "clay-enrichment",
    "name": "Clay Enrichment",
    "company": "Clay",
    "region": "global",
    "tagline": "AI prospect research and enrichment platform",
    "description": "Clay Enrichment is Clay's AI prospect research and enrichment platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clay.com",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "copy-ai-workflows",
    "name": "Copy.ai Workflows",
    "company": "Copy.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copy.ai",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "gloat-workforce-intelligence",
    "name": "Gloat Workforce Intelligence",
    "company": "Gloat",
    "region": "global",
    "tagline": "Internal talent marketplace AI",
    "description": "Gloat Workforce Intelligence is Gloat's internal talent marketplace AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gloat.com",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "rhythm",
    "name": "Rhythm",
    "company": "Salesloft",
    "region": "global",
    "tagline": "Sales engagement and conversation AI",
    "description": "Rhythm is Salesloft's sales engagement and conversation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.salesloft.com/platform/rhythm",
    "apiLink": null,
    "aiCoreShare": 60,
    "sourceUrls": [
      "https://www.salesloft.com/platform/rhythm"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "anyword-brand-voice",
    "name": "Anyword Brand Voice",
    "company": "Anyword",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://anyword.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "eightfold-talent-acquisition",
    "name": "Eightfold Talent Acquisition",
    "company": "Eightfold AI",
    "region": "global",
    "tagline": "Talent intelligence AI",
    "description": "Eightfold Talent Acquisition is Eightfold AI's talent intelligence AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud",
      "Visier"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://eightfold.ai",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "eightfold-talent-intelligence-platform",
    "name": "Eightfold Talent Intelligence Platform",
    "company": "Eightfold AI",
    "region": "global",
    "tagline": "Talent intelligence AI",
    "description": "Eightfold Talent Intelligence Platform is Eightfold AI's talent intelligence AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud",
      "Visier"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://eightfold.ai",
    "apiLink": null,
    "aiCoreShare": 74,
    "contentReview": "needs-review"
  },
  {
    "id": "ironclad-contract-ai",
    "name": "Ironclad Contract AI",
    "company": "Ironclad",
    "region": "global",
    "tagline": "Contract lifecycle AI",
    "description": "Ironclad Contract AI is Ironclad's contract lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ironcladapp.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "ironclad-repository-ai",
    "name": "Ironclad Repository AI",
    "company": "Ironclad",
    "region": "global",
    "tagline": "Contract lifecycle AI",
    "description": "Ironclad Repository AI is Ironclad's contract lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ironcladapp.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "contentReview": "needs-review"
  },
  {
    "id": "outreach-deal-agent",
    "name": "Outreach Deal Agent",
    "company": "Outreach",
    "region": "global",
    "tagline": "Sales execution AI",
    "description": "Outreach Deal Agent is Outreach's sales execution AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://outreach.io",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "cocounsel",
    "name": "CoCounsel",
    "company": "Thomson Reuters",
    "region": "global",
    "tagline": "Legal research and professional workflow AI",
    "description": "CoCounsel is Thomson Reuters' legal research and professional workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
    "apiLink": null,
    "aiCoreShare": 62,
    "sourceUrls": [
      "https://legal.thomsonreuters.com/en/products/cocounsel-legal"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "zoominfo-copilot",
    "name": "ZoomInfo Copilot",
    "company": "ZoomInfo",
    "region": "global",
    "tagline": "B2B data and revenue AI",
    "description": "ZoomInfo Copilot is ZoomInfo's b2B data and revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoominfo.com",
    "apiLink": null,
    "aiCoreShare": 57,
    "contentReview": "needs-review"
  },
  {
    "id": "jira-ai",
    "name": "Jira AI",
    "company": "Atlassian",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.atlassian.com/software/jira/ai",
    "apiLink": null,
    "aiCoreShare": 66,
    "sourceUrls": [
      "https://www.atlassian.com/software/jira/ai"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "claybooks",
    "name": "Claybooks",
    "company": "Clay",
    "region": "global",
    "tagline": "AI prospect research and enrichment platform",
    "description": "Claybooks is Clay's AI prospect research and enrichment platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clay.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "paradox-conversational-ats",
    "name": "Paradox Conversational ATS",
    "company": "Paradox",
    "region": "global",
    "tagline": "Conversational recruiting automation",
    "description": "Paradox Conversational ATS is Paradox's conversational recruiting automation.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://paradox.ai",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "zoominfo-formcomplete-ai",
    "name": "ZoomInfo FormComplete AI",
    "company": "ZoomInfo",
    "region": "global",
    "tagline": "B2B data and revenue AI",
    "description": "ZoomInfo FormComplete AI is ZoomInfo's b2B data and revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoominfo.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "airtable-cobuilder",
    "name": "Airtable Cobuilder",
    "company": "Airtable",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://airtable.com",
    "apiLink": null,
    "aiCoreShare": 80,
    "contentReview": "needs-review"
  },
  {
    "id": "apollo-call-assistant",
    "name": "Apollo Call Assistant",
    "company": "Apollo",
    "region": "global",
    "tagline": "Sales intelligence and outbound AI",
    "description": "Apollo Call Assistant is Apollo's sales intelligence and outbound AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Gong",
      "Outreach",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://apollo.io",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "rovo-agents",
    "name": "Rovo Agents",
    "company": "Atlassian",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.atlassian.com/software/rovo",
    "apiLink": null,
    "aiCoreShare": 69,
    "sourceUrls": [
      "https://www.atlassian.com/software/rovo"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "clickup-ai-writer",
    "name": "ClickUp AI Writer",
    "company": "ClickUp",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clickup.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "otter-sales-agent",
    "name": "Otter Sales Agent",
    "company": "Otter.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://otter.ai",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "superhuman-ai",
    "name": "Superhuman AI",
    "company": "Superhuman",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://superhuman.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "airtable-ai",
    "name": "Airtable AI",
    "company": "Airtable",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://airtable.com",
    "apiLink": null,
    "aiCoreShare": 76,
    "contentReview": "needs-review"
  },
  {
    "id": "demandbase-advertising-ai",
    "name": "Demandbase Advertising AI",
    "company": "Demandbase",
    "region": "global",
    "tagline": "B2B go-to-market AI",
    "description": "Demandbase Advertising AI is Demandbase's b2B go-to-market AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://demandbase.com",
    "apiLink": null,
    "aiCoreShare": 70,
    "contentReview": "needs-review"
  },
  {
    "id": "figma-ai",
    "name": "Figma AI",
    "company": "Figma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://figma.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "gamma-sites",
    "name": "Gamma Sites",
    "company": "Gamma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://gamma.app",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "ironclad-ai",
    "name": "Ironclad AI",
    "company": "Ironclad",
    "region": "global",
    "tagline": "Contract lifecycle AI",
    "description": "Ironclad AI is Ironclad's contract lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ironcladapp.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "contentReview": "needs-review"
  },
  {
    "id": "monday-sales-crm-ai",
    "name": "monday Sales CRM AI",
    "company": "Monday.com",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://monday.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "contentReview": "needs-review"
  },
  {
    "id": "phenom-hiring-intelligence",
    "name": "Phenom Hiring Intelligence",
    "company": "Phenom",
    "region": "global",
    "tagline": "HR and talent experience AI",
    "description": "Phenom Hiring Intelligence is Phenom's hR and talent experience AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://phenom.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "regie-ai-ai-dialer",
    "name": "Regie.ai AI Dialer",
    "company": "Regie.ai",
    "region": "global",
    "tagline": "Outbound sales content and agent platform",
    "description": "Regie.ai AI Dialer is Regie.ai's outbound sales content and agent platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://regie.ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "robin-ai-review",
    "name": "Robin AI Review",
    "company": "Robin AI",
    "region": "global",
    "tagline": "Contract review and negotiation AI",
    "description": "Robin AI Review is Robin AI's contract review and negotiation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://robinai.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "zia",
    "name": "Zia",
    "company": "Zoho",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.zoho.com/zia/",
    "apiLink": null,
    "aiCoreShare": 68,
    "sourceUrls": [
      "https://www.zoho.com/zia/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "zoho-analytics-ai",
    "name": "Zoho Analytics AI",
    "company": "Zoho",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoho.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "copy-ai-chat",
    "name": "Copy.ai Chat",
    "company": "Copy.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 63,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://copy.ai",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "miro-diagramming-ai",
    "name": "Miro Diagramming AI",
    "company": "Miro",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 63,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://miro.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "salesloft-ai",
    "name": "Salesloft AI",
    "company": "Salesloft",
    "region": "global",
    "tagline": "Sales engagement and conversation AI",
    "description": "Salesloft AI is Salesloft's sales engagement and conversation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 63,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://salesloft.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "evisort-workflow-ai",
    "name": "Evisort Workflow AI",
    "company": "Evisort",
    "region": "global",
    "tagline": "Contract intelligence and workflow AI",
    "description": "Evisort Workflow AI is Evisort's contract intelligence and workflow AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evisort.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "mercor-ai-recruiting",
    "name": "Mercor AI Recruiting",
    "company": "Mercor",
    "region": "global",
    "tagline": "AI recruiting marketplace and interviewer",
    "description": "Mercor AI Recruiting is Mercor's AI recruiting marketplace and interviewer.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "Eightfold",
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://mercor.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "mercor-interviewer",
    "name": "Mercor Interviewer",
    "company": "Mercor",
    "region": "global",
    "tagline": "AI recruiting marketplace and interviewer",
    "description": "Mercor Interviewer is Mercor's AI recruiting marketplace and interviewer.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://mercor.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "otter-ai-chat",
    "name": "Otter AI Chat",
    "company": "Otter.ai",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://otter.ai",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "writer-no-code-apps",
    "name": "Writer No-code Apps",
    "company": "Writer",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://writer.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "zia-agents",
    "name": "Zia Agents",
    "company": "Zoho",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.zoho.com/zia/",
    "apiLink": null,
    "aiCoreShare": 77,
    "sourceUrls": [
      "https://www.zoho.com/zia/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "box-ai",
    "name": "Box AI",
    "company": "Box",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Suite modules: Box AI Studio"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://box.com",
    "apiLink": null,
    "aiCoreShare": 64,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Box AI",
        "variants": [
          "Box AI Studio"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29",
    "contentReview": "needs-review"
  },
  {
    "id": "figjam-ai",
    "name": "FigJam AI",
    "company": "Figma",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.figma.com/figjam/",
    "apiLink": null,
    "aiCoreShare": 75,
    "sourceUrls": [
      "https://www.figma.com/figjam/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "grammarly-authorship",
    "name": "Grammarly Authorship",
    "company": "Grammarly",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://grammarly.com",
    "apiLink": null,
    "aiCoreShare": 77,
    "contentReview": "needs-review"
  },
  {
    "id": "jasper",
    "name": "Jasper",
    "company": "Jasper",
    "region": "global",
    "tagline": "Brand-conditioned marketing content generation",
    "description": "Jasper generates marketing copy conditioned on a brand's voice and style guide, with campaign workflows and image generation. An early breakout in the category now compressed by general assistants doing the same task.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [
      "Knowledge work automation",
      "Document and communication workflows",
      "Enterprise governance",
      "Context-aware assistance",
      "Suite modules: Jasper Brand Voice, Jasper Campaigns, Jasper Art"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://jasper.ai",
    "apiLink": null,
    "aiCoreShare": 74,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Jasper",
        "variants": [
          "Jasper Brand Voice",
          "Jasper Campaigns",
          "Jasper Art"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "lavender-email-coach",
    "name": "Lavender Email Coach",
    "company": "Lavender",
    "region": "global",
    "tagline": "AI email coaching for sales teams",
    "description": "Lavender Email Coach is Lavender's AI email coaching for sales teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lavender.ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "lavender-personalization-assistant",
    "name": "Lavender Personalization Assistant",
    "company": "Lavender",
    "region": "global",
    "tagline": "AI email coaching for sales teams",
    "description": "Lavender Personalization Assistant is Lavender's AI email coaching for sales teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lavender.ai",
    "apiLink": null,
    "aiCoreShare": 60,
    "contentReview": "needs-review"
  },
  {
    "id": "regie-ai-auto-pilot",
    "name": "Regie.ai Auto-Pilot",
    "company": "Regie.ai",
    "region": "global",
    "tagline": "Outbound sales content and agent platform",
    "description": "Regie.ai Auto-Pilot is Regie.ai's outbound sales content and agent platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://regie.ai",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "chorus-ai",
    "name": "Chorus AI",
    "company": "ZoomInfo",
    "region": "global",
    "tagline": "B2B data and revenue AI",
    "description": "Chorus AI is ZoomInfo's b2B data and revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.zoominfo.com/products/chorus",
    "apiLink": null,
    "aiCoreShare": 59,
    "sourceUrls": [
      "https://www.zoominfo.com/products/chorus"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "ashby-scheduling-ai",
    "name": "Ashby Scheduling AI",
    "company": "Ashby",
    "region": "global",
    "tagline": "Recruiting operations AI",
    "description": "Ashby Scheduling AI is Ashby's recruiting operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ashbyhq.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "box-doc-gen",
    "name": "Box Doc Gen",
    "company": "Box",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://box.com",
    "apiLink": null,
    "aiCoreShare": 63,
    "contentReview": "needs-review"
  },
  {
    "id": "read-ai",
    "name": "Read AI",
    "company": "Read AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://read.ai",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "seekout-assist",
    "name": "SeekOut Assist",
    "company": "SeekOut",
    "region": "global",
    "tagline": "Talent search and workforce AI",
    "description": "SeekOut Assist is SeekOut's talent search and workforce AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://seekout.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "zoho-desk-ai",
    "name": "Zoho Desk AI",
    "company": "Zoho",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://zoho.com",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "beamery-talentgpt",
    "name": "Beamery TalentGPT",
    "company": "Beamery",
    "region": "global",
    "tagline": "Talent lifecycle AI",
    "description": "Beamery TalentGPT is Beamery's talent lifecycle AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 59,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://beamery.com",
    "apiLink": null,
    "aiCoreShare": 71,
    "contentReview": "needs-review"
  },
  {
    "id": "deepl-api",
    "name": "DeepL API",
    "company": "DeepL",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 59,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://deepl.com",
    "apiLink": null,
    "aiCoreShare": 74,
    "contentReview": "needs-review"
  },
  {
    "id": "demandbase-intent-ai",
    "name": "Demandbase Intent AI",
    "company": "Demandbase",
    "region": "global",
    "tagline": "B2B go-to-market AI",
    "description": "Demandbase Intent AI is Demandbase's b2B go-to-market AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://demandbase.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "eightfold-career-hub",
    "name": "Eightfold Career Hub",
    "company": "Eightfold AI",
    "region": "global",
    "tagline": "Talent intelligence AI",
    "description": "Eightfold Career Hub is Eightfold AI's talent intelligence AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud",
      "Visier"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://eightfold.ai",
    "apiLink": null,
    "aiCoreShare": 63,
    "contentReview": "needs-review"
  },
  {
    "id": "hirevue-conversational-ai",
    "name": "HireVue Conversational AI",
    "company": "HireVue",
    "region": "global",
    "tagline": "Hiring and interview AI",
    "description": "HireVue Conversational AI is HireVue's hiring and interview AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://hirevue.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "contentReview": "needs-review"
  },
  {
    "id": "legalon-assistant",
    "name": "LegalOn Assistant",
    "company": "LegalOn",
    "region": "global",
    "tagline": "Contract review AI for in-house legal teams",
    "description": "LegalOn Assistant is LegalOn's contract review AI for in-house legal teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://legalontech.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "outreach-kaia",
    "name": "Outreach Kaia",
    "company": "Outreach",
    "region": "global",
    "tagline": "Sales execution AI",
    "description": "Outreach Kaia is Outreach's sales execution AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://outreach.io",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "clay-ai-research-agent",
    "name": "Clay AI Research Agent",
    "company": "Clay",
    "region": "global",
    "tagline": "AI prospect research and enrichment platform",
    "description": "Clay AI Research Agent is Clay's AI prospect research and enrichment platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 57,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clay.com",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "coxwave-align-ai",
    "name": "Coxwave Align",
    "company": "Coxwave",
    "region": "korea",
    "tagline": "Conversation analytics for LLM product teams",
    "description": "Coxwave Align analyses production conversations from LLM applications — clustering user intents, surfacing failure modes and tracking quality over time — so product teams can see what their assistant is actually doing after launch. It addresses the observability gap that appears once an LLM feature ships. Customer counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots",
      "Suite modules: Coxwave User Feedback AI, Coxwave Product Analytics AI"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://coxwave.com",
    "apiLink": null,
    "aiCoreShare": 63,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Coxwave Align",
        "variants": [
          "Coxwave User Feedback AI",
          "Coxwave Product Analytics AI"
        ]
      }
    ],
    "scoringRationale": "58 reflects a real and growing need — observability for shipped LLM features — but an early product with no disclosed customers, and a category where model vendors and observability incumbents are both moving in.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "metaview-interview-intelligence",
    "name": "Metaview Interview Intelligence",
    "company": "Metaview",
    "region": "global",
    "tagline": "AI interview notes and recruiting intelligence",
    "description": "Metaview Interview Intelligence is Metaview's AI interview notes and recruiting intelligence.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 57,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://metaview.ai",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "ashby-ai",
    "name": "Ashby AI",
    "company": "Ashby",
    "region": "global",
    "tagline": "Recruiting operations AI",
    "description": "Ashby AI is Ashby's recruiting operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ashbyhq.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "clari-forecast",
    "name": "Clari Forecast",
    "company": "Clari",
    "region": "global",
    "tagline": "Revenue operations AI",
    "description": "Clari Forecast is Clari's revenue operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clari.com",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "demandbase-pipeline-predict",
    "name": "Demandbase Pipeline Predict",
    "company": "Demandbase",
    "region": "global",
    "tagline": "B2B go-to-market AI",
    "description": "Demandbase Pipeline Predict is Demandbase's b2B go-to-market AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://demandbase.com",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "greenhouse-ai",
    "name": "Greenhouse AI",
    "company": "Greenhouse",
    "region": "global",
    "tagline": "Applicant-tracking AI features",
    "description": "Greenhouse AI is Greenhouse's applicant-tracking AI features.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://greenhouse.com",
    "apiLink": null,
    "aiCoreShare": 60,
    "contentReview": "needs-review"
  },
  {
    "id": "hirevue-hiring-assistant",
    "name": "HireVue Hiring Assistant",
    "company": "HireVue",
    "region": "global",
    "tagline": "Hiring and interview AI",
    "description": "HireVue Hiring Assistant is HireVue's hiring and interview AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "Eightfold",
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://hirevue.com",
    "apiLink": null,
    "aiCoreShare": 61,
    "contentReview": "needs-review"
  },
  {
    "id": "apollo-ai",
    "name": "Apollo AI",
    "company": "Apollo",
    "region": "global",
    "tagline": "Sales intelligence and outbound AI",
    "description": "Apollo AI is Apollo's sales intelligence and outbound AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 55,
    "competitors": [
      "Gong",
      "Outreach",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://apollo.io",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "clari-revenue-platform",
    "name": "Clari Revenue Platform",
    "company": "Clari",
    "region": "global",
    "tagline": "Revenue operations AI",
    "description": "Clari Revenue Platform is Clari's revenue operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 55,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clari.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "seekout-recruit",
    "name": "SeekOut Recruit",
    "company": "SeekOut",
    "region": "global",
    "tagline": "Talent search and workforce AI",
    "description": "SeekOut Recruit is SeekOut's talent search and workforce AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 55,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://seekout.com",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "clari-groove-ai",
    "name": "Clari Groove AI",
    "company": "Clari",
    "region": "global",
    "tagline": "Revenue operations AI",
    "description": "Clari Groove AI is Clari's revenue operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clari.com",
    "apiLink": null,
    "aiCoreShare": 67,
    "contentReview": "needs-review"
  },
  {
    "id": "clickup-ai-project-manager",
    "name": "ClickUp AI Project Manager",
    "company": "ClickUp",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://clickup.com",
    "apiLink": null,
    "aiCoreShare": 75,
    "contentReview": "needs-review"
  },
  {
    "id": "lark-base-ai",
    "name": "Lark Base AI",
    "company": "Feishu",
    "region": "china",
    "tagline": "ByteDance workplace productivity AI",
    "description": "Lark Base AI is Feishu's byteDance workplace productivity AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.larksuite.com/en_us/product/base",
    "apiLink": null,
    "aiCoreShare": 66,
    "sourceUrls": [
      "https://www.larksuite.com/en_us/product/base"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "metaview-recruiting-analytics",
    "name": "Metaview Recruiting Analytics",
    "company": "Metaview",
    "region": "global",
    "tagline": "AI interview notes and recruiting intelligence",
    "description": "Metaview Recruiting Analytics is Metaview's AI interview notes and recruiting intelligence.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://metaview.ai",
    "apiLink": null,
    "aiCoreShare": 66,
    "contentReview": "needs-review"
  },
  {
    "id": "outreach-forecasting",
    "name": "Outreach Forecasting",
    "company": "Outreach",
    "region": "global",
    "tagline": "Sales execution AI",
    "description": "Outreach Forecasting is Outreach's sales execution AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://outreach.io",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "apollo-email-writer",
    "name": "Apollo Email Writer",
    "company": "Apollo",
    "region": "global",
    "tagline": "Sales intelligence and outbound AI",
    "description": "Apollo Email Writer is Apollo's sales intelligence and outbound AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 53,
    "competitors": [
      "Gong",
      "Outreach",
      "Clari",
      "Lavender"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://apollo.io",
    "apiLink": null,
    "aiCoreShare": 64,
    "contentReview": "needs-review"
  },
  {
    "id": "eightfold-workforce-exchange",
    "name": "Eightfold Workforce Exchange",
    "company": "Eightfold AI",
    "region": "global",
    "tagline": "Talent intelligence AI",
    "description": "Eightfold Workforce Exchange is Eightfold AI's talent intelligence AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 53,
    "competitors": [
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud",
      "Visier"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://eightfold.ai",
    "apiLink": null,
    "aiCoreShare": 65,
    "contentReview": "needs-review"
  },
  {
    "id": "evenup-settlement-analytics",
    "name": "EvenUp Settlement Analytics",
    "company": "EvenUp",
    "region": "global",
    "tagline": "Personal-injury legal AI platform",
    "description": "EvenUp Settlement Analytics is EvenUp's personal-injury legal AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 53,
    "competitors": [
      "Harvey",
      "Casetext",
      "LexisNexis",
      "Thomson Reuters"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://evenuplaw.com",
    "apiLink": null,
    "aiCoreShare": 56,
    "contentReview": "needs-review"
  },
  {
    "id": "phenom-talent-marketplace",
    "name": "Phenom Talent Marketplace",
    "company": "Phenom",
    "region": "global",
    "tagline": "HR and talent experience AI",
    "description": "Phenom Talent Marketplace is Phenom's hR and talent experience AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 53,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://phenom.com",
    "apiLink": null,
    "aiCoreShare": 63,
    "contentReview": "needs-review"
  },
  {
    "id": "writer-ai-studio",
    "name": "Writer AI Studio",
    "company": "Writer",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 53,
    "competitors": [
      "Zapier",
      "n8n",
      "Make",
      "Workato"
    ],
    "features": [],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://writer.com",
    "apiLink": null,
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "6sense-predictive-analytics",
    "name": "6sense Predictive Analytics",
    "company": "6sense",
    "region": "global",
    "tagline": "Account-based revenue AI",
    "description": "6sense Predictive Analytics is 6sense's account-based revenue AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 52,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://6sense.com",
    "apiLink": null,
    "aiCoreShare": 57,
    "contentReview": "needs-review"
  },
  {
    "id": "hirevue-assessments",
    "name": "HireVue Assessments",
    "company": "HireVue",
    "region": "global",
    "tagline": "Hiring and interview AI",
    "description": "HireVue Assessments is HireVue's hiring and interview AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 52,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://hirevue.com",
    "apiLink": null,
    "aiCoreShare": 69,
    "contentReview": "needs-review"
  },
  {
    "id": "drift-conversation-cloud",
    "name": "Drift Conversation Cloud",
    "company": "Salesloft",
    "region": "global",
    "tagline": "Sales engagement and conversation AI",
    "description": "Drift Conversation Cloud is Salesloft's sales engagement and conversation AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 52,
    "competitors": [
      "Gong",
      "Apollo",
      "Outreach",
      "Clari"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://www.drift.com/platform/conversation-cloud/",
    "apiLink": null,
    "aiCoreShare": 68,
    "sourceUrls": [
      "https://www.drift.com/platform/conversation-cloud/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "greenhouse-interview-assistant",
    "name": "Greenhouse Interview Assistant",
    "company": "Greenhouse",
    "region": "global",
    "tagline": "Applicant-tracking AI features",
    "description": "Greenhouse Interview Assistant is Greenhouse's applicant-tracking AI features.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 51,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://greenhouse.com",
    "apiLink": null,
    "aiCoreShare": 59,
    "contentReview": "needs-review"
  },
  {
    "id": "paradox-hiring-assistant",
    "name": "Paradox Hiring Assistant",
    "company": "Paradox",
    "region": "global",
    "tagline": "Conversational recruiting automation",
    "description": "Paradox Hiring Assistant is Paradox's conversational recruiting automation.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 51,
    "competitors": [
      "Eightfold",
      "Gloat",
      "BetterUp",
      "Workday Skills Cloud"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://paradox.ai",
    "apiLink": null,
    "aiCoreShare": 54,
    "contentReview": "needs-review"
  },
  {
    "id": "ashby-analytics-assistant",
    "name": "Ashby Analytics Assistant",
    "company": "Ashby",
    "region": "global",
    "tagline": "Recruiting operations AI",
    "description": "Ashby Analytics Assistant is Ashby's recruiting operations AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 50,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://ashbyhq.com",
    "apiLink": null,
    "aiCoreShare": 62,
    "contentReview": "needs-review"
  },
  {
    "id": "lavender-team-analytics",
    "name": "Lavender Team Analytics",
    "company": "Lavender",
    "region": "global",
    "tagline": "AI email coaching for sales teams",
    "description": "Lavender Team Analytics is Lavender's AI email coaching for sales teams.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 50,
    "competitors": [
      "ChatGPT",
      "Claude",
      "Gemini",
      "Microsoft Copilot"
    ],
    "features": [
      "Workflow automation",
      "Enterprise search",
      "Governed collaboration",
      "Role-specific copilots"
    ],
    "pricing": {
      "free": "Varies by plan",
      "pro": "Subscription or usage-based",
      "enterprise": "Contact sales"
    },
    "link": "https://lavender.ai",
    "apiLink": null,
    "aiCoreShare": 68,
    "contentReview": "needs-review"
  },
  {
    "id": "actionpower-daglo",
    "name": "Daglo",
    "nativeName": "다글로",
    "company": "ActionPower",
    "region": "korea",
    "tagline": "Korean STT, transcription, and meeting AI.",
    "description": "Daglo is ActionPower's Korean-first speech-to-text and meeting AI.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Material consumer + B2B adoption in Korea",
    "technicalImpact": 70,
    "competitors": [
      "Otter.ai",
      "tldv",
      "Fireflies",
      "Granola"
    ],
    "features": [
      "Korean STT",
      "Meeting summaries",
      "Action items",
      "Cloud + on-device"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://daglo.ai",
    "apiLink": null,
    "aiCoreShare": 90
  },
  {
    "id": "42maru-qa",
    "name": "42Maru QA",
    "company": "42Maru",
    "region": "korea",
    "tagline": "Enterprise QA on machine reading comprehension.",
    "description": "42Maru QA is an enterprise QA platform deployed in Korean banks, telcos, and public-sector.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korean public sector and enterprise deployments",
    "technicalImpact": 68,
    "competitors": [
      "Glean",
      "IBM Watson Discovery",
      "Coveo",
      "Lucidworks"
    ],
    "features": [
      "MRC-based QA",
      "Enterprise search",
      "Korean / English / Japanese",
      "Document AI"
    ],
    "pricing": {
      "free": "Trial",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://www.42maru.ai",
    "apiLink": null,
    "aiCoreShare": 88
  },
  {
    "id": "flitto-translate",
    "name": "Flitto Translate",
    "company": "Flitto",
    "region": "korea",
    "tagline": "Hybrid human + AI translation platform.",
    "description": "Flitto Translate combines AI MT with crowdsourced human translation across 25+ languages.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Flitto is KOSDAQ-listed; long-running marketplace",
    "technicalImpact": 65,
    "competitors": [
      "DeepL",
      "Google Translate",
      "Papago",
      "Lilt"
    ],
    "features": [
      "Hybrid human + AI translation",
      "25+ languages",
      "Voice translation",
      "Mobile app"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://www.flitto.com",
    "apiLink": null,
    "aiCoreShare": 70
  },
  {
    "id": "skelter-bella-rag",
    "name": "Bella RAG",
    "company": "Skelter Labs",
    "region": "korea",
    "tagline": "Korean-tuned enterprise RAG platform.",
    "description": "Bella RAG is Skelter Labs' Korean-tuned enterprise retrieval-augmented-generation platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korean enterprise pilots; long-running NLP house",
    "technicalImpact": 68,
    "competitors": [
      "Cohere RAG",
      "Allganize Alli",
      "Glean",
      "Vectara"
    ],
    "features": [
      "RAG pipeline",
      "Korean-tuned retrieval",
      "CX automation",
      "Enterprise governance"
    ],
    "pricing": {
      "free": "Limited",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://www.skelterlabs.com",
    "apiLink": null,
    "aiCoreShare": 86
  },
  {
    "id": "skelter-aiq",
    "name": "AIQ+ Conversational AI",
    "company": "Skelter Labs",
    "region": "korea",
    "tagline": "Conversational AI for NLU, speech, and personalization.",
    "description": "AIQ+ is Skelter Labs' conversational AI suite for Korean and Southeast Asian enterprises.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korea, Japan, SEA enterprise deployments",
    "technicalImpact": 64,
    "competitors": [
      "Cognigy",
      "Kore.ai",
      "Botpress",
      "Yellow.ai"
    ],
    "features": [
      "NLU",
      "Speech",
      "Personalization",
      "Chat / voice channels"
    ],
    "pricing": {
      "free": "Limited",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://www.skelterlabs.com",
    "apiLink": null,
    "aiCoreShare": 84
  },
  {
    "id": "swit-snap-ai",
    "name": "Snap AI",
    "company": "Swit Technologies",
    "region": "korea",
    "tagline": "AI co-pilot for Swit work OS.",
    "description": "Snap AI is Swit's AI co-pilot built on Vertex AI inside the Swit work OS.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korean Air, SK Telecom, SK Broadband",
    "technicalImpact": 70,
    "competitors": [
      "Microsoft Copilot",
      "Slack AI",
      "Asana Intelligence",
      "ClickUp AI"
    ],
    "features": [
      "AI co-pilot",
      "Chat + task",
      "Vertex AI based",
      "Enterprise security"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://swit.io",
    "apiLink": null,
    "aiCoreShare": 80
  },
  {
    "id": "swit-platform",
    "name": "Swit",
    "company": "Swit Technologies",
    "region": "korea",
    "tagline": "Korean enterprise work OS.",
    "description": "Swit is a chat + task work OS used by Korean enterprises.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korean Air, SK Telecom, SK Broadband",
    "technicalImpact": 64,
    "competitors": [
      "Slack",
      "Microsoft Teams",
      "Asana",
      "ClickUp"
    ],
    "features": [
      "Chat + tasks",
      "Enterprise security",
      "Native AI co-pilot",
      "Korean enterprise"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://swit.io",
    "apiLink": null,
    "aiCoreShare": 56
  },
  {
    "id": "slid",
    "name": "Slid",
    "company": "Bebridge",
    "region": "korea",
    "tagline": "AI video note-taking with transcript Q&A.",
    "description": "Slid is Bebridge's AI video note-taking tool with live transcription and the Sliddy assistant.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Widely used Korean student tool",
    "technicalImpact": 64,
    "competitors": [
      "Otter.ai",
      "Fireflies",
      "tldv",
      "Granola"
    ],
    "features": [
      "AI transcription",
      "Lecture note-taking",
      "Q&A",
      "Sliddy assistant"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://slid.cc",
    "apiLink": null,
    "aiCoreShare": 80
  },
  {
    "id": "upstage-ai-space",
    "name": "Upstage AI Space",
    "company": "Upstage",
    "region": "korea",
    "tagline": "Document workspace with source-grounded answers and extraction",
    "description": "Upstage AI Space is a document-based work platform for Q&A, information extraction, summarization, compliance checks, and document comparison with citations and traceability.",
    "users": "Preview",
    "userCount": 0,
    "adoptionSignal": "Upstage labels AI Space as a preview product; public product-specific usage is not disclosed.",
    "releaseDate": "2025",
    "technicalImpact": 73,
    "competitors": [
      "chatgpt",
      "claude",
      "Glean",
      "Notion AI"
    ],
    "features": [
      "Document chat",
      "Information extraction",
      "Cited answers",
      "Compliance and document comparison workflows"
    ],
    "pricing": {
      "enterprise": "Contact Upstage"
    },
    "link": "https://www.upstage.ai/products/ai-space",
    "apiLink": null,
    "aiCoreShare": 82,
    "sourceUrls": [
      "https://www.upstage.ai/products/ai-space"
    ]
  },
  {
    "id": "estsoft-alan",
    "name": "Alan",
    "company": "ESTsoft",
    "region": "korea",
    "tagline": "Korean AI agent for nuanced search and deep research",
    "description": "Alan is ESTsoft's Korean AI agent for search and deep research, positioned around Korean nuance understanding and research assistance.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2025",
    "technicalImpact": 67,
    "competitors": [
      "perplexity",
      "chatgpt",
      "liner"
    ],
    "features": [
      "Korean-language search",
      "Deep research",
      "Agent-style answers",
      "Source discovery"
    ],
    "pricing": {
      "free": "Varies by plan",
      "enterprise": "Contact ESTsoft"
    },
    "link": "https://estsoft.ai/",
    "apiLink": null,
    "aiCoreShare": 78,
    "sourceUrls": [
      "https://estsoft.ai/"
    ]
  },
  {
    "id": "upstage-studio",
    "name": "Upstage Studio",
    "company": "Upstage",
    "region": "korea",
    "tagline": "Agent builder for enterprise document workflows",
    "description": "Upstage Studio lets teams design, deploy, and operate AI-powered document workflows for claims, underwriting, contracts, invoices, and other high-stakes document processes.",
    "users": "Named enterprise references",
    "userCount": 0,
    "adoptionSignal": "Upstage publishes enterprise customer references for Studio, including Fortune 100 insurance and Fortune 500 electronics contexts, but does not disclose product-specific customer counts.",
    "releaseDate": "2026",
    "technicalImpact": 79,
    "competitors": [
      "aws-textract",
      "google-document-ai",
      "azure-form",
      "n8n",
      "GPT-5",
      "claude",
      "Gemini 2.5",
      "Grok 4",
      "OpenAI Embeddings",
      "Voyage AI"
    ],
    "features": [
      "Agent editor",
      "Document extraction",
      "OCR and table parsing",
      "Human review workflows",
      "Suite modules: Document AI, Upstage OCR, Document Parse, Information Extract, Embeddings"
    ],
    "pricing": {
      "enterprise": "Contact Upstage"
    },
    "link": "https://www.upstage.ai/products/studio",
    "apiLink": "https://console.upstage.ai",
    "aiCoreShare": 100,
    "sourceUrls": [
      "https://www.upstage.ai/products/studio"
    ],
    "scoringRationale": "2026-07-29 Korean top-tier stress test: reduced 80 -> 79. Named enterprise references and regulated-vertical depth in Korean finance/insurance — parity with Friendli Engine (79): named but self-published customers without quantified usage."
  },
  {
    "id": "alli-llm-app-market",
    "name": "Alli LLM App Market",
    "company": "Allganize",
    "region": "korea",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "GPT-5",
      "claude",
      "Gemini 2.5",
      "Grok 4"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://www.allganize.ai/allganize-solutions/alli-llm-app-market",
    "apiLink": null,
    "aiCoreShare": 96,
    "sourceUrls": [
      "https://www.allganize.ai/allganize-solutions/alli-llm-app-market"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "liner-search",
    "name": "Liner",
    "company": "Liner",
    "region": "korea",
    "tagline": "AI research agent and cited search engine.",
    "description": "Liner is an AI research agent for cited answers, academic search, and professional knowledge work. Its current public product family connects search, research, and writing workflows.",
    "descriptionKo": "Liner는 인용 출처가 포함된 AI 리서치 에이전트로, 학술 검색·전문 지식 작업을 위한 한국 스타트업의 글로벌 제품입니다. 480M+ 논문 인덱스를 바탕으로 출처가 명시된 답변을 제공하며, 검색(Search)·학술(Scholar)·작성(Write)의 세 가지 제품으로 구분됩니다. Chrome 확장 프로그램 300K+ 사용자, 플랫폼 전체 추정 1M+ MAU를 기록하고 있으며, Perplexity·Genspark·ChatGPT·Claude와 직접 경쟁합니다. 한국산 AI 제품 중 실제 글로벌 사용자 규모가 검증된 드문 사례입니다.",
    "users": "est. 1M+ active users (self-reported)",
    "userCount": 1000000,
    "adoptionSignal": "Chrome Web Store reports 300K users for Liner's extension, while Liner self-reports 13M+ aggregate platform users and a 480M+ paper index. Because the 13M+ figure is not externally audited and appears high relative to Chrome-extension adoption, the catalog uses an estimated 1M MAU for ranking.",
    "releaseDate": "2015-01",
    "technicalImpact": 78,
    "competitors": [
      "perplexity",
      "genspark",
      "chatgpt",
      "claude"
    ],
    "features": [
      "Cited AI answers",
      "Academic search",
      "Research agents",
      "Source collections",
      "Writing workflow handoff"
    ],
    "pricing": {
      "free": "Free tier",
      "premium": "Subscription"
    },
    "link": "https://liner.com/search",
    "apiLink": null,
    "aiCoreShare": 86,
    "sourceUrls": [
      "https://liner.com/search",
      "https://liner.com/about",
      "https://liner.com/news/liner-reinventing-global-knowledge-work",
      "https://chromewebstore.google.com/detail/liner-chatgpt-ai-copilot/bmhcbmnbenmcecpmpepghooflbehcack"
    ],
    "scoringRationale": "Reduced from 82 to 78 in the 2026-07-29 fairness pass. The 1M+ figure is a self-reported estimate (Chrome Web Store shows ~300K installs); no independently sourced MAU exists. At 82 it sat two points under Perplexity (84, 15M+ MAU, 100M+ daily queries) — a 15x adoption gap cannot be a 2-point difference. 78 keeps it above undisclosed-adoption Korean consumer surfaces (Wrtn AI 76) on the strength of a real international student user base."
  },
  {
    "id": "liner-scholar",
    "name": "Liner Scholar",
    "company": "Liner",
    "region": "korea",
    "tagline": "Academic research AI for paper-based research.",
    "description": "Liner Scholar is Liner's academic research workspace for paper search, source synthesis, and citation-aware research tasks.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Liner positions Scholar as part of its current product family, but product-specific usage is not disclosed separately from the overall Liner user base.",
    "releaseDate": "2026-01",
    "technicalImpact": 76,
    "competitors": [
      "perplexity",
      "notebooklm",
      "consensus-copilot",
      "scite-assistant"
    ],
    "features": [
      "Paper search",
      "Citation-aware answers",
      "Research synthesis",
      "Academic source filtering"
    ],
    "pricing": {
      "free": "Free tier",
      "premium": "Subscription"
    },
    "link": "https://liner.com",
    "apiLink": null,
    "aiCoreShare": 84,
    "sourceUrls": [
      "https://liner.com/",
      "https://liner.com/news/liner-reinventing-global-knowledge-work"
    ],
    "scoringRationale": "Sub-product of Liner with no disclosed product-specific adoption; scores below the parent (78) per the sub-product rule. Reduced 80 -> 76 in the 2026-07-29 fairness pass when the parent moved to 78."
  },
  {
    "id": "liner-write",
    "name": "Liner Write",
    "company": "Liner",
    "region": "korea",
    "tagline": "AI writing workspace connected to research.",
    "description": "Liner Write is Liner's writing product for turning search and research into professional drafts within the same knowledge-work workflow.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Liner describes Write as part of its separated product family for professional drafts; product-specific usage is not disclosed.",
    "releaseDate": "2026-02",
    "technicalImpact": 74,
    "competitors": [
      "chatgpt",
      "grammarly",
      "copy-ai-gtm-ai-platform",
      "writer-ai-studio"
    ],
    "features": [
      "Professional drafting",
      "Research-to-writing workflow",
      "Editing assistance",
      "Source-grounded writing"
    ],
    "pricing": {
      "free": "Free tier",
      "premium": "Subscription"
    },
    "link": "https://liner.com",
    "apiLink": null,
    "aiCoreShare": 80,
    "sourceUrls": [
      "https://liner.com/",
      "https://liner.com/news/liner-reinventing-global-knowledge-work"
    ],
    "scoringRationale": "Writing surface within the Liner family, no disclosed adoption, competes directly with horizontal assistants. Scores below Liner Scholar (76) per the sub-product rule. Reduced 78 -> 74 in the 2026-07-29 fairness pass."
  },
  {
    "id": "allganize-enterprise-search",
    "name": "Allganize Enterprise Search",
    "company": "Allganize",
    "region": "korea",
    "tagline": "Enterprise search and agent building over internal knowledge",
    "description": "Allganize Enterprise Search retrieves and answers over a company's internal documents and systems with citation back to source, and includes a low-code builder for assembling task agents on the same content. It targets regulated Korean and Japanese enterprises that cannot route internal content through public assistants, deployable on-premises or in private cloud. Seat and deployment counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Glean",
      "Cohere RAG",
      "Vectara",
      "Mendable",
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Allganize Agent Builder"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://allganize.ai",
    "apiLink": null,
    "aiCoreShare": 92,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Allganize Enterprise Search",
        "variants": [
          "Allganize Agent Builder"
        ]
      }
    ],
    "scoringRationale": "78 reflects on-premises and private-cloud deployment for regulated Korean and Japanese enterprises that cannot route internal content through public assistants — a deployment constraint that horizontal assistants cannot satisfy. Held at the cap because seat and deployment counts are not disclosed.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "alli-allganize",
    "name": "Alli",
    "company": "Allganize",
    "region": "korea",
    "tagline": "Enterprise LLM assistant over internal documents",
    "description": "Alli is Allganize's enterprise LLM platform for question answering, document understanding and workflow automation over a company's own content, deployable on-premises or in private cloud for Korean and Japanese enterprises with data-residency requirements. That deployment constraint is its main defence against horizontal assistants. Allganize names enterprise customers but discloses no seat or deployment count.",
    "descriptionKo": "Alli는 올가나이즈(Allganize)가 제공하는 엔터프라이즈 AI 에이전트·워크플로우 플랫폼입니다. 노코드(No-code) 에이전트 빌더로 기업 내 다양한 도구·데이터 소스에 모델을 연결할 수 있으며, 사내 문서 Q&A, 다국어 지원, 보안 우선 배포가 주요 특징입니다. 200개 이상의 기업이 도입한 사례가 공개되어 있으며, LangChain·CrewAI·Microsoft Power Automate 등과 경쟁합니다. 텍스트 생성에 그치지 않고 실제 업무 워크플로우에서 에이전트가 실행할 수 있는 도구·데이터 통합 능력이 핵심 차별점입니다.",
    "users": "200+ enterprises",
    "userCount": 200,
    "releaseDate": "2017-01",
    "technicalImpact": 78,
    "competitors": [
      "langchain",
      "crewai",
      "microsoft-power-automate"
    ],
    "features": [
      "No-code agent builder",
      "Enterprise document QA",
      "Multi-language support",
      "Security-first deployment",
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact Allganize"
    },
    "link": "https://allganize.ai",
    "apiLink": null,
    "aiCoreShare": 96,
    "scoringRationale": "2026-07-29 stress test follow-up: reduced 80 -> 78. The '200+ enterprises' count is specific but self-published and the row carries no source URLs — the same evidence class as Friendli Engine's self-published named customers (79) minus the verifiable names. 78 keeps it above unnamed-'Enterprise' rows (77) on the strength of a quantified count; returns to 80 with source URLs or named-customer verification."
  },
  {
    "id": "goover",
    "name": "Goover",
    "company": "Saltlux",
    "region": "korea",
    "tagline": "AI research and briefing assistant for professionals",
    "description": "Goover is a Korean AI research assistant that gathers sources, synthesises briefings and produces cited reports for professional research workflows, competing with Perplexity and Liner in the Korean market. User and subscription figures are not disclosed.",
    "users": "Enterprise",
    "userCount": 0,
    "releaseDate": "2023-01",
    "technicalImpact": 76,
    "competitors": [
      "perplexity",
      "glean",
      "coveo"
    ],
    "features": [
      "Graph RAG technology",
      "Enterprise knowledge base",
      "Multi-source synthesis",
      "Korean language optimization",
      "Foundation model capability",
      "API or platform access",
      "Enterprise deployment",
      "Multimodal or language specialization"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact Saltlux"
    },
    "link": "https://goover.ai",
    "apiLink": null,
    "aiCoreShare": 91,
    "nativeName": "구버",
    "scoringRationale": "2026-07-29 Korean top-tier stress test: reduced 80 -> 76. Zero disclosed users while competing directly with Perplexity and Liner; Liner scores 78 on 1M self-reported users, so Goover at 80 with nothing disclosed was directly inconsistent. Saltlux's Korean-language corpus keeps it at the upper default tier."
  },
  {
    "id": "now-assist",
    "name": "Now Assist",
    "company": "ServiceNow",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Suite modules: Now Assist for HRSD, Now Assist for ITSM, Now Assist for CSM"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://servicenow.com",
    "apiLink": null,
    "aiCoreShare": 91,
    "sourceUrls": [],
    "contentReview": "needs-review"
  },
  {
    "id": "glean",
    "name": "Glean",
    "company": "Glean",
    "region": "global",
    "tagline": "AI-powered enterprise knowledge agent",
    "description": "Glean is an enterprise AI search and agent platform that connects to all company data sources. Uses AI to understand context and deliver personalized answers. 100+ integrations.",
    "users": "1M+",
    "userCount": 1000000,
    "releaseDate": "2019-05",
    "technicalImpact": 81,
    "competitors": [
      "allganize-enterprise-search",
      "goover",
      "notebooklm",
      "microsoft-365-copilot"
    ],
    "features": [
      "Unified search across 100+ apps",
      "AI-powered answers",
      "Personalized results",
      "Knowledge management",
      "Secure data handling"
    ],
    "pricing": {
      "enterprise": "Contact sales"
    },
    "link": "https://glean.com",
    "apiLink": "https://developers.glean.com",
    "aiCoreShare": 86
  },
  {
    "id": "sap-business-ai-agents",
    "name": "SAP Business AI Agents",
    "company": "SAP",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://sap.com/products/artificial-intelligence.html",
    "apiLink": null,
    "aiCoreShare": 86,
    "contentReview": "needs-review"
  },
  {
    "id": "iflytek-translator",
    "name": "iFlytek Translator",
    "company": "iFlytek",
    "region": "china",
    "tagline": "Chinese speech, education, and language AI platform",
    "description": "iFlytek Translator is iFlytek's Chinese speech, education, and language-AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool integration",
      "Human handoff",
      "Monitoring and controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://iflytek.com",
    "apiLink": null,
    "aiCoreShare": 81,
    "scoringRationale": "iFlytek Translator reflects real speech/language workflow depth, but public AI-product usage and revenue are not disclosed.",
    "contentReview": "needs-review"
  },
  {
    "id": "sparkdesk",
    "name": "SparkDesk",
    "company": "iFlytek",
    "region": "china",
    "tagline": "iFLYTEK's Spark assistant and model family",
    "description": "SparkDesk is iFLYTEK's assistant built on its Spark foundation model, covering chat, document work, coding and education workflows, with strength in Chinese speech recognition and synthesis inherited from iFLYTEK's core business. iFLYTEK is Shenzhen-listed with large education and public-sector distribution, but SparkDesk-specific active-user figures are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool integration",
      "Human handoff",
      "Monitoring and controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://xinghuo.xfyun.cn/",
    "apiLink": null,
    "aiCoreShare": 88,
    "sourceUrls": [
      "https://xinghuo.xfyun.cn/"
    ],
    "scoringRationale": "SparkDesk is iFlytek main Chinese language/speech assistant surface and should score above generic long-tail agent rows, while staying below model labs with stronger platform evidence."
  },
  {
    "id": "oracle-fusion-ai-agents",
    "name": "Oracle Fusion AI Agents",
    "company": "Oracle",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://oracle.com/artificial-intelligence/",
    "apiLink": null,
    "aiCoreShare": 88,
    "contentReview": "needs-review"
  },
  {
    "id": "sensetime-raccoon",
    "name": "SenseTime Raccoon",
    "company": "SenseTime",
    "region": "china",
    "tagline": "Chinese computer vision and foundation AI platform",
    "description": "SenseTime Raccoon is SenseTime's Chinese computer-vision and foundation-AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 71,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool integration",
      "Human handoff",
      "Monitoring and controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://sensetime.com",
    "apiLink": null,
    "aiCoreShare": 94,
    "scoringRationale": "71 reflects SenseTime's assistant and coding surface built on its own models. Held below the default tier because SenseTime discloses no Raccoon-specific adoption and the company's commercial position has weakened relative to the Chinese frontier labs scoring 84-90.",
    "contentReview": "needs-review"
  },
  {
    "id": "joule",
    "name": "Joule",
    "company": "SAP",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Suite modules: Joule Studio"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://sap.com/products/artificial-intelligence.html",
    "apiLink": null,
    "aiCoreShare": 88,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Joule",
        "variants": [
          "Joule Studio"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29",
    "contentReview": "needs-review"
  },
  {
    "id": "iflytek-spark",
    "name": "iFlytek Spark",
    "company": "iFlytek",
    "region": "china",
    "tagline": "Chinese speech, education, and language AI platform",
    "description": "iFlytek Spark is iFlytek's Chinese speech, education, and language-AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool integration",
      "Human handoff",
      "Monitoring and controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://iflytek.com",
    "apiLink": null,
    "aiCoreShare": 84,
    "nativeName": "讯飞星火",
    "scoringRationale": "iFlytek Spark is a sourceable Chinese LLM surface, but the catalog has weaker public product traction than leading China model labs.",
    "contentReview": "needs-review"
  },
  {
    "id": "selvy-stt",
    "name": "Selvy STT",
    "company": "Selvas AI",
    "region": "korea",
    "tagline": "Korean-optimized enterprise speech-to-text engine",
    "description": "Selvy STT is a Korean speech-recognition engine for real-time transcription, voice commands, and keyword detection, deployed on-premise in court and government transcription (Ministry of Justice, Korean IP Office), hospitals, and JTBC broadcast captioning. It handles million-word command vocabularies and multi-speaker separation. Deployment counts and usage volumes are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Government/court/broadcast customer logos on first-party page: Ministry of Justice, KIPO, JTBC, university hospitals",
    "technicalImpact": 74,
    "aiCoreShare": 90,
    "competitors": [
      "actionpower-daglo",
      "rtzr-stt-api",
      "Naver Clova Speech",
      "Google Cloud Speech-to-Text"
    ],
    "features": [
      "Real-time continuous Korean speech recognition",
      "Isolated-word recognition for 1M+ word vocabularies",
      "Live keyword detection in calls and broadcasts",
      "On-premise CPU/GPU deployment"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://www.selvasai.com/stt",
    "apiLink": null,
    "sourceUrls": [
      "https://www.selvasai.com/stt"
    ],
    "scoringRationale": "74 reflects a 25-year Korean NLP incumbent with named government, judicial, and broadcast deployments in a language-constrained workflow; held below 80 because product-specific usage and seat counts are not disclosed.",
    "nativeName": "셀비 STT"
  },
  {
    "id": "hancom-assistant",
    "name": "Hancom Assistant",
    "company": "Hancom",
    "region": "korea",
    "tagline": "AI drafting and document assistance for Hancom Office environments",
    "description": "Hancom Assistant adds drafting, proofreading and document exploration to Hancom Office, Web Office and Hancom Docs, with cloud and closed-network deployment options. It remains actively offered. Assistant-specific active seats, paying customers and revenue are not disclosed in the reviewed product page; Hancom Office penetration is not Assistant adoption.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Current product and purchase-inquiry page verified. Parent-company AI revenue and public-sector office contracts are not counted as Assistant usage.",
    "technicalImpact": 76,
    "aiCoreShare": 82,
    "competitors": [
      "Microsoft 365 Copilot",
      "gemini-for-google-workspace",
      "Naver Works AI",
      "Polaris Office AI"
    ],
    "features": [
      "AI drafting and report automation for HWP/Office",
      "Summarization, proofreading, and document Q&A",
      "OCR, speech-to-text, and image generation",
      "On-premise sLLM for closed government networks"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per seat (SaaS)",
      "enterprise": "Public-sector procurement"
    },
    "link": "https://www.hancom.com/en/ai/products/assistant",
    "apiLink": null,
    "sourceUrls": [
      "https://www.hancom.com/en/ai/products/assistant"
    ],
    "scoringRationale": "Reviewed 2026-09-29: Impact 80 → 76. HWP compatibility and closed-network deployment are capabilities, not adoption at scale. Prior ministry-rollout and group AI-revenue claims did not establish this product's active usage.",
    "nativeName": "한컴어시스턴트"
  },
  {
    "id": "hancom-docs",
    "name": "Hancom Docs",
    "company": "Hancom",
    "region": "korea",
    "tagline": "Cloud Hancom Office with AI drafting tier",
    "description": "Hancom Docs is the subscription cloud version of Hancom Office — web-based HWP, word, sheet, and show editing with cloud storage — whose AI tier adds draft writing, summarization, translation, style conversion, and image/table generation. It matters mainly as the HWP-compatible cloud workspace for Korean users; product-specific user counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "First-party AI feature tier live at hancomdocs.com/en/ai; no disclosed user counts",
    "technicalImpact": 68,
    "aiCoreShare": 70,
    "competitors": [
      "Google Workspace",
      "Microsoft 365",
      "Polaris Office AI",
      "Naver MYBOX"
    ],
    "features": [
      "Cloud/web Hancom Office with HWP compatibility",
      "AI drafting, summarization, and translation",
      "AI image and table generation",
      "Cross-device subscription workspace"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://www.hancomdocs.com/en",
    "apiLink": null,
    "sourceUrls": [
      "https://www.hancomdocs.com/en/ai"
    ],
    "scoringRationale": "68 reflects an HWP-compatible cloud office suite with a live AI tier but no disclosed adoption; scored well below Hancom Assistant, which carries the government-workflow evidence.",
    "nativeName": "한컴독스"
  },
  {
    "id": "wanted-platform",
    "name": "Wanted",
    "company": "Wanted Lab",
    "region": "korea",
    "tagline": "AI hiring-match platform for Korean tech talent",
    "description": "Wanted matches digital/tech candidates to jobs with an AI engine trained on 10M+ matching outcomes, claiming ~4x higher acceptance rates versus direct applications, and bundles AI interview coaching, resume coaching, salary data, and the Wanted Gigs freelancer market. The corporate site discloses 3.6M+ registered members and 35K+ client companies (first-party, unaudited). Wanted is the procurement unit for Korean tech recruiting; its AI value is the matching corpus.",
    "users": "3.6M+ registered members (first-party)",
    "userCount": 3600000,
    "adoptionSignal": "First-party corporate disclosure: 3.6M+ registered digital talent, 35K+ companies, 10M+ matching data points",
    "technicalImpact": 78,
    "aiCoreShare": 72,
    "competitors": [
      "LinkedIn",
      "Saramin",
      "JobKorea",
      "hirevue-interview-builder"
    ],
    "features": [
      "AI job-candidate matching on 10M+ match outcomes",
      "AI interview and resume coaching",
      "Salary and company data",
      "Wanted Gigs freelancer matching"
    ],
    "pricing": {
      "free": "Free for candidates",
      "pro": "Success-fee for employers",
      "enterprise": "Contact sales"
    },
    "link": "https://www.wanted.co.kr",
    "apiLink": null,
    "sourceUrls": [
      "https://www.wantedlab.com/en/",
      "https://www.wanted.co.kr"
    ],
    "scoringRationale": "78 reflects a KOSDAQ-listed AI-native matching platform with 3.6M+ disclosed registered members and a proprietary outcome corpus; held below 80 because registered members overstate active usage and match-volume trends are not disclosed.",
    "nativeName": "원티드"
  },
  {
    "id": "genesis-viewinterhr",
    "name": "ViewinterHR",
    "company": "Genesis Lab",
    "region": "korea",
    "tagline": "Multimodal AI video-interview assessment",
    "description": "ViewinterHR runs AI-led video interviews and competency assessments, analyzing voice, facial expression, and language across roughly 15 videos and 13,500+ frames per candidate with expert-trained ensemble models and TTA-certified explainable AI (41 validation criteria). The site claims 300+ enterprise clients including the ROK Army, Navy, and Air Force; LG Electronics and LG U+ supply contracts date to 2019. Per-client usage is not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Site-claimed 300+ enterprise clients incl. ROK military branches; LG Electronics/LG U+ contracts (2019); TTA-certified explainable AI",
    "technicalImpact": 74,
    "aiCoreShare": 90,
    "competitors": [
      "hirevue-interview-builder",
      "paradox-hiring-assistant",
      "Sapia.ai",
      "Midas HRi"
    ],
    "features": [
      "AI resume evaluation for qualifications and culture fit",
      "Multimodal video-interview analysis (voice, face, language)",
      "TTA-certified explainable ensemble scoring",
      "End-to-end recruitment workflow"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://genesislab.ai/product/viewinterhr",
    "apiLink": null,
    "sourceUrls": [
      "https://genesislab.ai/product/viewinterhr",
      "https://platum.kr/archives/210432"
    ],
    "scoringRationale": "74 reflects Korea's leading domestic AI video-interview vendor with military and LG-affiliate deployments and certified explainability; held below 80 because client counts are site-claimed and usage volumes are undisclosed.",
    "nativeName": "뷰인터HR"
  },
  {
    "id": "rtzr-vito",
    "name": "VITO",
    "company": "Return Zero",
    "region": "korea",
    "tagline": "AI call-recording and transcription app",
    "description": "VITO converts phone conversations into searchable text in real time on Android with PC transcript access, and seeded Return Zero's 15M+ hours of Korean voice training data. The company homepage states VITO was chosen by 1 million users (first-party, unaudited). It remains Korea's best-known consumer call-transcription app.",
    "users": "1M+ users (company-reported)",
    "userCount": 1000000,
    "adoptionSignal": "Company homepage states 1M users; basis of Return Zero's 15M+ hour Korean speech corpus",
    "technicalImpact": 76,
    "aiCoreShare": 92,
    "competitors": [
      "Naver Clova Note",
      "otter",
      "actionpower-daglo"
    ],
    "features": [
      "Real-time call speech-to-text",
      "Searchable call history with segment replay",
      "PC access and transcript sharing",
      "Works for calls with unsaved numbers"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "N/A"
    },
    "link": "https://vito.ai",
    "apiLink": null,
    "sourceUrls": [
      "https://www.rtzr.ai",
      "https://vito.ai"
    ],
    "scoringRationale": "76 reflects a category-defining Korean consumer voice product with a disclosed 1M-user figure and a proprietary speech corpus; held below 80 because the figure is a first-party marketing claim without active-user breakdown.",
    "nativeName": "비토"
  },
  {
    "id": "rtzr-callabo",
    "name": "Callabo",
    "company": "Return Zero",
    "region": "korea",
    "tagline": "AI meeting and call analysis for teams",
    "description": "Callabo records and transcribes Google Meet, Zoom, Teams, and Webex calls, producing multilingual transcripts, AI summaries, and action items, and pushes notes into Salesforce, HubSpot, Slack, and Notion. The site cites 100+ teams including AB180, Channel Talk, and Cashnote. It is the team/enterprise complement to VITO; seat counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Site cites 100+ teams; named Korean startup customers (AB180, Channel Talk, Cashnote)",
    "technicalImpact": 68,
    "aiCoreShare": 90,
    "competitors": [
      "otter",
      "Fireflies.ai",
      "Naver Clova Note",
      "Read AI"
    ],
    "features": [
      "Auto-transcription with multilingual support",
      "AI summaries and action-item extraction",
      "Meeting-platform and CRM integrations",
      "Enterprise controls: 2FA, IP restriction, ISO 27001"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://callabo.ai",
    "apiLink": null,
    "sourceUrls": [
      "https://callabo.ai"
    ],
    "scoringRationale": "68 reflects a credible Korean meeting-AI product with named team customers; kept modest because it competes with global meeting assistants and discloses no seat or usage counts.",
    "nativeName": "콜라보"
  },
  {
    "id": "wisenut-searchformula-1",
    "name": "SearchFormula-1",
    "company": "Wisenut",
    "region": "korea",
    "tagline": "Korean NLP enterprise search engine",
    "description": "SearchFormula-1 (SF-1, now V7) is Wisenut's enterprise search engine built on 25 years of Korean NLP, sold to Korean enterprises and public institutions with a cloud-based admin console and a RAG integration path (WISE iRAG). IPO-period coverage credits Wisenut with the #1 domestic search-engine market share and 13 consecutive profitable years. Individual deployment counts are not itemized publicly.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Claimed #1 Korean enterprise-search market share; 13 consecutive profitable years; 2024 revenue KRW 34.9B",
    "technicalImpact": 76,
    "aiCoreShare": 85,
    "competitors": [
      "allganize-enterprise-search",
      "konan-search",
      "Elastic",
      "Glean"
    ],
    "features": [
      "Korean NLP enterprise search",
      "SF-1 V7 cloud-based admin console",
      "Vector search / RAG integration (WISE iRAG)",
      "Data and node status analytics"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://www.wisenut.com/sub/ai/sch.php",
    "apiLink": null,
    "sourceUrls": [
      "https://www.wisenut.com/sub/ai/sch.php",
      "https://economist.co.kr/article/view/ecn202501080040"
    ],
    "scoringRationale": "76 reflects a KOSDAQ-listed incumbent with claimed domestic market leadership, long profitability, and deep public-sector distribution in a language-constrained niche; held below 80 because customer counts are not itemized and generative rivals are compressing the category.",
    "nativeName": "서치포뮬러원"
  },
  {
    "id": "north",
    "name": "North",
    "company": "Cohere",
    "region": "global",
    "tagline": "Enterprise AI workspace for search, assistants and agents",
    "description": "North is Cohere's enterprise workspace for searching company information and building assistants and agents, with private deployment and controlled access to business data. It is an application platform, not a standalone foundation model. Product-specific adoption is not disclosed here.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "GPT-5",
      "claude",
      "Gemini 2.5",
      "Grok 4"
    ],
    "features": [
      "Enterprise search and assistants",
      "Agent workflows",
      "Private deployment",
      "Business-data access controls"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cohere.com/north",
    "apiLink": "https://docs.cohere.com",
    "aiCoreShare": 100,
    "sourceUrls": [
      "https://cohere.com/north"
    ],
    "scoringRationale": "Reviewed 2026-09-29: active product verified; retains 70 without inventing customer scale."
  },
  {
    "id": "wordtune",
    "name": "Wordtune",
    "company": "AI21 Labs",
    "region": "global",
    "tagline": "AI rewriting and writing assistance",
    "description": "Wordtune is an end-user writing assistant for rewriting, adjusting tone and summarizing text, not a foundation model or sovereign-AI platform. The service remains available; this review did not establish a comparable active-user count.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "GPT-5",
      "claude",
      "Gemini 2.5",
      "Grok 4"
    ],
    "features": [
      "Sentence rewriting",
      "Tone adjustment",
      "Summarization"
    ],
    "pricing": {
      "free": "Limited free access",
      "paid": "Subscription plans; see product site"
    },
    "link": "https://www.wordtune.com/",
    "apiLink": null,
    "aiCoreShare": 100,
    "sourceUrls": [
      "https://www.wordtune.com/"
    ],
    "scoringRationale": "Reviewed 2026-09-29: retains 69 for a focused writing workflow; current adoption is not established."
  }
]