[
  {
    "id": "delight-ai",
    "name": "Delight.ai",
    "company": "Sendbird",
    "region": "korea",
    "tagline": "Enterprise AI customer experience agent platform",
    "description": "Delight.ai is Sendbird's branded AI customer experience platform for enterprise support automation. It combines omnichannel AI agents, voice automation, Desk human-escalation workflows, agent memory, integrations, and governance on top of Sendbird communications infrastructure.",
    "descriptionKo": "Delight.ai는 Sendbird가 선보인 엔터프라이즈용 AI 고객 경험 플랫폼으로, 문자·채팅·음성 등 옴니채널 AI 에이전트, 인바운드·아웃바운드·예약 통화를 처리하는 Voice AI 에이전트, AI 상담이 한계에 달했을 때 인간 담당자로 전환하는 Desk 워크스페이스를 하나로 묶었습니다. Agent Memory Platform으로 고객 개인화가 가능하고, CRM·티켓팅 시스템 연동과 Trust OS 거버넌스·평가 기능도 제공합니다. Sendbird 커뮤니케이션 인프라 위에 구축되어 있어 메시지·채팅 채널을 이미 쓰는 기업은 추가 개발 없이 도입할 수 있으나, Delight.ai 자체 고객 수와 매출은 공개되지 않았습니다.",
    "users": "Enterprise",
    "userCount": 0,
    "releaseDate": "2024-01",
    "technicalImpact": 78,
    "competitors": [
      "intercom-fin",
      "zendesk-ai",
      "salesforce-agentforce",
      "Cognigy"
    ],
    "features": [
      "Omnichannel AI concierge",
      "Voice AI agent for inbound, outbound, and scheduled calls",
      "Desk workspace for AI-to-human escalation",
      "Customer-support workflow automation",
      "Agent Memory Platform for personalization",
      "CRM and ticketing integrations",
      "Trust OS governance and evaluation"
    ],
    "pricing": {
      "enterprise": "Contact Sendbird"
    },
    "link": "https://delight.ai/ai-agent",
    "apiLink": null,
    "aiCoreShare": 96,
    "adoptionSignal": "Delight.ai is Sendbird's branded AI agent product family. Sendbird documents AI Agent as the current agent platform; Delight.ai publishes product pages for its AI Agent, Voice, and Desk capabilities and cites global brand customers plus Sendbird communications infrastructure, but product-specific customer count is not disclosed.",
    "scoringRationale": "Reduced from 82 to 78 in the 2026-07-29 fairness pass: no disclosed Delight.ai-specific customer count, revenue, or developer traction, and a sub-brand should not outscore its parent (Sendbird, 78, which at least discloses 4,000+ customers). CX agents compete directly with horizontal platforms (Intercom Fin, Agentforce), so undisclosed adoption keeps this at the evidence-capped tier.",
    "sourceUrls": [
      "https://claude.com/customers/delightai-qa",
      "https://docs.sendbird.com/docs/ai-agent/guide/v1/overview",
      "https://delight.ai/ai-agent",
      "https://delight.ai/voice",
      "https://delight.ai/desk"
    ]
  },
  {
    "id": "agentforce",
    "name": "Agentforce",
    "company": "Salesforce",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai",
      "Vapi",
      "Retell AI",
      "Bland AI",
      "PolyAI",
      "Sierra",
      "Decagon"
    ],
    "features": [
      "Suite modules: Agentforce Builder, Agentforce Command Center, Agentforce Voice, Agentforce Marketing Agent, Agentforce Script, Agentforce Sales Agent, Agentforce Service Agent, Agentforce Commerce Agent"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://www.salesforce.com/agentforce/",
    "apiLink": null,
    "aiCoreShare": 90,
    "sourceUrls": [],
    "contentReview": "needs-review"
  },
  {
    "id": "agentexchange",
    "name": "AgentExchange",
    "company": "Salesforce",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://www.salesforce.com/agentforce/",
    "apiLink": null,
    "aiCoreShare": 92,
    "contentReview": "needs-review"
  },
  {
    "id": "maum-ai",
    "name": "maum.ai",
    "company": "Maum AI",
    "region": "korea",
    "tagline": "Conversational AI, voice and AI humans for Korean enterprises",
    "description": "maum.ai supplies conversational AI, speech recognition and synthesis, model orchestration and synthetic AI-human presenters for Korean enterprise and public-sector contact centres and kiosks, deployable on-premises where data cannot leave the customer environment. Customer counts and call volumes are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Maum Orchestra",
      "Suite modules: Maum AI Human"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://maum.ai",
    "apiLink": null,
    "aiCoreShare": 98,
    "sourceUrls": [],
    "versions": [
      {
        "name": "maum.ai",
        "variants": [
          "Maum Orchestra"
        ]
      }
    ],
    "scoringRationale": "78 reflects a long-established Korean conversational-AI vendor with on-premises deployment into public-sector and enterprise contact centres — the deployment constraint is the moat. No customer count, call volume or contract value is disclosed, which caps it at the evidence tier.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "cognigy-ai",
    "name": "Cognigy.AI",
    "company": "Cognigy",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Botpress",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cognigy.com",
    "apiLink": null,
    "aiCoreShare": 90,
    "contentReview": "needs-review"
  },
  {
    "id": "sierra-agent-os",
    "name": "Sierra Agent OS",
    "company": "Sierra",
    "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://sierra.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "ada-reasoning-engine",
    "name": "Ada Reasoning Engine",
    "company": "Ada",
    "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://ada.cx",
    "apiLink": null,
    "aiCoreShare": 96,
    "contentReview": "needs-review"
  },
  {
    "id": "ada-voice-ai",
    "name": "Ada Voice AI",
    "company": "Ada",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://ada.cx",
    "apiLink": null,
    "aiCoreShare": 92,
    "contentReview": "needs-review"
  },
  {
    "id": "cognigy-voice-gateway",
    "name": "Cognigy Voice Gateway",
    "company": "Cognigy",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 77,
    "competitors": [
      "Botpress",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cognigy.com",
    "apiLink": null,
    "aiCoreShare": 91,
    "contentReview": "needs-review"
  },
  {
    "id": "sierra-voice",
    "name": "Sierra Voice",
    "company": "Sierra",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Vapi",
      "Retell AI",
      "Bland AI",
      "PolyAI"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://sierra.ai",
    "apiLink": null,
    "aiCoreShare": 99,
    "contentReview": "needs-review"
  },
  {
    "id": "bland-pathways",
    "name": "Bland Pathways",
    "company": "Bland AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 75,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://bland.ai",
    "apiLink": null,
    "aiCoreShare": 91,
    "contentReview": "needs-review"
  },
  {
    "id": "fin",
    "name": "Fin",
    "company": "Intercom",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Suite modules: Fin AI Agent, Fin AI Copilot, Fin AI Inbox"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://fin.ai/",
    "apiLink": null,
    "aiCoreShare": 96,
    "sourceUrls": [
      "https://fin.ai/"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "m2u",
    "name": "M2U",
    "company": "Maum AI",
    "region": "korea",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://maum.ai/product/m2u",
    "apiLink": null,
    "aiCoreShare": 90,
    "sourceUrls": [
      "https://maum.ai/product/m2u"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "cognigy-agent-assist",
    "name": "Cognigy Agent Assist",
    "company": "Cognigy",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 70,
    "competitors": [
      "Botpress",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cognigy.com",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "sierra-ai-agent",
    "name": "Sierra AI Agent",
    "company": "Sierra",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 68,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://sierra.ai",
    "apiLink": null,
    "aiCoreShare": 88,
    "contentReview": "needs-review"
  },
  {
    "id": "bland-voice-agents",
    "name": "Bland Voice Agents",
    "company": "Bland AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "Vapi",
      "Retell AI",
      "PolyAI",
      "Synthflow"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://bland.ai",
    "apiLink": null,
    "aiCoreShare": 87,
    "contentReview": "needs-review"
  },
  {
    "id": "ada-ai-agent",
    "name": "Ada AI Agent",
    "company": "Ada",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://ada.cx",
    "apiLink": null,
    "aiCoreShare": 100,
    "contentReview": "needs-review"
  },
  {
    "id": "decagon-customer-support-ai",
    "name": "Decagon",
    "company": "Decagon",
    "region": "global",
    "tagline": "AI customer support agents for enterprise service teams",
    "description": "Decagon builds AI support agents that resolve customer conversations end to end across chat, email and voice, with analytics and human handoff built into the same product. The agent, the analytics surface and the support product are one platform; Decagon markets them together.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Decagon publishes named customer logos and case-study outcomes such as Notion, Eventbrite, Oura, Bilt, ClassPass, Rippling, Noom, Duolingo, Gopuff, Chime, Affirm, Hertz, Mercado Libre, and Hunter Douglas, but does not disclose product-specific active users or customer counts.",
    "sourceUrls": [
      "https://decagon.ai/product"
    ],
    "releaseDate": "",
    "technicalImpact": 80,
    "scoringRationale": "Raised from generic support-bot scoring because Decagon's current first-party product surface shows an omnichannel CX agent platform with workflow authoring, tool integrations, simulation, observability, QA, analytics, guardrails, and named enterprise outcome evidence. It stays below frontier models and larger installed-base agent platforms because clean customer counts, revenue, and active usage are not disclosed.",
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Decagon AI Agents, Decagon Agent Analytics"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://decagon.ai",
    "apiLink": null,
    "aiCoreShare": 98,
    "versions": [
      {
        "name": "Decagon",
        "variants": [
          "Decagon AI Agents",
          "Decagon Agent Analytics"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "polyai-customer-led-voice-automation",
    "name": "PolyAI Customer-Led Voice Automation",
    "company": "PolyAI",
    "region": "global",
    "tagline": "",
    "description": "PolyAI Customer-Led Voice Automation is PolyAI's enterprise dialog-agent platform for voice-first customer engagement across regulated and high-volume service workflows. The product includes Agent Studio, developer tooling, integrations, analytics, compliance guardrails, multilingual dialog handling, and a proprietary dialog model trained on enterprise conversations. Public materials show named customers and outcome examples, but do not disclose clean active-user or customer counts.",
    "users": "Named enterprise customers; active usage not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "sierra-voice",
      "vapi-voice-agents",
      "retell-voice-agents",
      "bland-voice-agents"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://poly.ai/",
    "apiLink": null,
    "aiCoreShare": 96,
    "adoptionSignal": "PolyAI publishes named customers and outcome examples across healthcare, restaurants, banking, utilities, hotels, and delivery, including PG&E, Fogo de Chao, Howard Brown Health, UniCredit, Quicken, Audibel, Simplyhealth, and Golden Nugget; active user and customer counts are not disclosed.",
    "sourceUrls": [
      "https://poly.ai/"
    ],
    "scoringRationale": "Raised from placeholder scoring because PolyAI records a full-stack enterprise voice-agent platform with proprietary dialog technology, builder/developer tools, integrations, compliance guardrails, analytics, and named production customer outcomes. It stays below Decagon, Sierra, and larger agent platforms until clean customer counts, revenue, or broader platform usage are public.",
    "contentReview": "needs-review"
  },
  {
    "id": "zendesk-ai-agents",
    "name": "Zendesk AI",
    "company": "Zendesk",
    "region": "global",
    "tagline": "AI agents, copilot and quality management in Zendesk",
    "description": "Zendesk's AI layer covers autonomous resolution agents, an agent-facing copilot, automated quality review and workforce forecasting — all inside its customer service suite, licensed as part of that platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Zendesk Copilot, Zendesk Workforce Management AI, Zendesk QA"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://zendesk.com",
    "apiLink": null,
    "aiCoreShare": 99,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Zendesk AI",
        "variants": [
          "Zendesk Copilot",
          "Zendesk Workforce Management AI",
          "Zendesk QA"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "bland-ai",
    "name": "Bland AI",
    "company": "Bland AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://bland.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "oracle-digital-assistant",
    "name": "Oracle Digital Assistant",
    "company": "Oracle",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 56,
    "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": 82,
    "contentReview": "needs-review"
  },
  {
    "id": "polyai-voice-assistant",
    "name": "PolyAI Voice Assistant",
    "company": "PolyAI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Named enterprise customers; active usage not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "sierra-voice",
      "vapi-voice-agents",
      "retell-voice-agents",
      "bland-voice-agents"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://poly.ai/",
    "apiLink": null,
    "aiCoreShare": 84,
    "adoptionSignal": "PolyAI publishes named enterprise voice-agent customers and regulated/high-volume use cases, but not separate Voice Assistant usage counts.",
    "sourceUrls": [
      "https://poly.ai/"
    ],
    "scoringRationale": "Raised because PolyAI voice assistants are part of a production enterprise dialog-agent stack rather than a generic chatbot placeholder. Kept below the main customer-led voice automation row because this is a narrower product label.",
    "contentReview": "needs-review"
  },
  {
    "id": "contact-center-ai",
    "name": "Contact Center AI",
    "company": "Google Cloud",
    "region": "global",
    "tagline": "Conversational AI and agent-assist for contact centers",
    "description": "Contact Center AI is Google Cloud's conversational AI and agent-assist for contact centers.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Kore.ai",
      "Yellow.ai",
      "PolyAI"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cloud.google.com/products/ai",
    "apiLink": "https://cloud.google.com/products/ai",
    "aiCoreShare": 78,
    "contentReview": "needs-review"
  },
  {
    "id": "lg-cns-aicc",
    "name": "LG CNS AICC",
    "company": "LG CNS",
    "region": "korea",
    "tagline": "Enterprise AI contact center",
    "description": "LG CNS's AI Contact Center integrates phone, chat, email, and social touchpoints with AI chatbots, voicebots, and generative agent-assist, using hybrid NLU for real-time intent recognition and GUI-based conversation-flow design. It targets Korean enterprise customer-service operations with cloud deployment, document summarization, recommendations, and sign-language translation. Customer and seat counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Sold through LG CNS's enterprise systems-integration channel; no disclosed seat counts",
    "technicalImpact": 74,
    "aiCoreShare": 82,
    "competitors": [
      "KT AICC",
      "delight-ai",
      "Genesys Cloud",
      "Amazon Connect"
    ],
    "features": [
      "Hybrid NLU real-time intent recognition",
      "AI chatbots and voicebots with agent assist",
      "GUI conversation-flow design, omnichannel desktop",
      "Document summarization and recommendations"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://www.lgcns.com/en/service/ai/ai-contact-center.html",
    "apiLink": null,
    "sourceUrls": [
      "https://www.lgcns.com/en/service/ai/ai-contact-center.html"
    ],
    "scoringRationale": "74 reflects a full-stack Korean AICC offering carried by LG CNS's integrator distribution; held below 80 because deployments are not individually named and seat counts are undisclosed."
  },
  {
    "id": "wisenut-wise-ichat",
    "name": "WISE iChat",
    "company": "Wisenut",
    "region": "korea",
    "tagline": "Korean enterprise and public-sector AI chatbot",
    "description": "WISE iChat (V3) is Wisenut's hybrid rule-plus-ML Korean chatbot built on 25 years of in-house NLP, deployed across Korean enterprises and government with a SaaS variant (WISE Answerny) and integration into Wisenut's search and RAG products. IPO-period coverage credits Wisenut with the #1 domestic chatbot market share. Deployment counts are not itemized publicly.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Claimed #1 Korean chatbot market share; broad public-sector deployment base",
    "technicalImpact": 72,
    "aiCoreShare": 85,
    "competitors": [
      "konan-search",
      "delight-ai",
      "channel-talk",
      "Zendesk AI"
    ],
    "features": [
      "Hybrid rule + ML Korean chatbot",
      "Enterprise and public-sector deployment model",
      "SaaS chatbot variant (WISE Answerny)",
      "Integration with Wisenut search and RAG"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://www.wisenut.com/sub/ai/chatBot.php",
    "apiLink": null,
    "sourceUrls": [
      "https://www.wisenut.com/sub/ai/chatBot.php",
      "https://economist.co.kr/article/view/ecn202501080040"
    ],
    "scoringRationale": "72 reflects claimed domestic chatbot market leadership with deep public-sector distribution in a language-constrained niche; held modest because deployments are not itemized and generative agents are compressing rule-based chatbot value.",
    "nativeName": "와이즈 아이챗"
  },
  {
    "id": "udesk",
    "name": "Udesk",
    "nativeName": "沃丰科技",
    "company": "Udesk",
    "region": "china",
    "tagline": "Omnichannel AI customer service and agent platform",
    "description": "Udesk is a Chinese omnichannel customer-service platform combining AI agents, ticketing, live chat and voice, with multilingual coverage the company puts at 100+ languages and 11 regional dialects — positioning aimed at Chinese enterprises serving overseas markets. Named customers include BYD, Shell and China Merchants Group. It is the closest Chinese counterpart to Korea's Channel Corp and Delight.ai in the customer-service comparison.",
    "features": [
      "AI agents for chat, email and voice",
      "Omnichannel ticketing and live chat",
      "Multilingual and dialect coverage",
      "Overseas-market deployment for Chinese enterprises",
      "CRM and workflow integration"
    ],
    "pricing": {
      "enterprise": "Contact Udesk",
      "free": "Trial available"
    },
    "link": "https://www.udeskglobal.com/",
    "apiLink": null,
    "users": "Named enterprise customers (BYD, Shell, China Merchants Group); customer count not disclosed",
    "userCount": 0,
    "releaseDate": "2015",
    "technicalImpact": 76,
    "aiCoreShare": 72,
    "competitors": [
      "delight-ai",
      "channel-talk",
      "fin",
      "agentforce",
      "Zendesk AI"
    ],
    "adoptionSignal": "Udesk names BYD, Shell and China Merchants Group as customers and claims 100+ language coverage. Market-share and ranking claims come from Udesk's own marketing blog and are not independently verified; no customer count, seat count or revenue figure is disclosed.",
    "scoringRationale": "76 reflects a real omnichannel platform with named enterprise logos but no independently verified adoption. Udesk's published market-share and ranking claims are self-authored marketing and are deliberately not treated as evidence — the same standard applied to Korean vendors' first-party claims. Clears upward with an independently sourced customer count, seat volume or revenue figure.",
    "sourceUrls": [
      "https://www.udeskglobal.com/"
    ]
  }
]
