[
  {
    "id": "aws-agentcore",
    "name": "Amazon Bedrock AgentCore",
    "company": "AWS",
    "region": "global",
    "tagline": "Deploy and operate agents on AWS",
    "description": "AWS services for running production agents, connecting tools and managing identity, runtime isolation, observability and evaluation. Teams can use supported frameworks and models instead of adopting a single agent SDK. AWS publishes named customer examples; a product-wide user count is not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent runtime",
      "Tool connections and identity",
      "Observability and evaluation"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://aws.amazon.com/bedrock/agentcore/",
    "apiLink": null,
    "aiCoreShare": 93,
    "taglineKo": "AWS에서 에이전트 배포·운영",
    "descriptionKo": "프로덕션 에이전트를 실행하고 도구 연결, 인증, 실행 환경 격리, 관측과 평가를 관리하는 AWS 서비스입니다. 지원하는 프레임워크와 모델을 선택할 수 있습니다. 공식 고객 사례는 있지만 제품 전체 사용자 수는 공개되지 않았습니다.",
    "sourceUrls": [
      "https://aws.amazon.com/bedrock/agentcore/"
    ]
  },
  {
    "id": "agent-development-kit",
    "name": "Agent Development Kit",
    "company": "Google Cloud",
    "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://cloud.google.com/products/ai",
    "apiLink": null,
    "aiCoreShare": 79,
    "contentReview": "needs-review"
  },
  {
    "id": "lindy",
    "name": "Lindy",
    "company": "Lindy",
    "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://lindy.ai",
    "apiLink": null,
    "aiCoreShare": 93,
    "contentReview": "needs-review"
  },
  {
    "id": "wrtn-studio",
    "name": "Wrtn Studio",
    "company": "Wrtn",
    "region": "korea",
    "tagline": "Agent building and deployment for Korean consumer AI",
    "description": "Wrtn Studio lets creators build and publish AI agents and characters, including distribution into KakaoTalk where Korean consumer attention sits. Wrtn is one of the more widely used Korean consumer AI brands, but discloses no product-specific active-user figure for the Studio surface.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Wrtn DeepSeek KakaoTalk Agent"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://wrtn.io",
    "apiLink": null,
    "aiCoreShare": 88,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Wrtn Studio",
        "variants": [
          "Wrtn DeepSeek KakaoTalk Agent"
        ]
      }
    ],
    "scoringRationale": "76 reflects one of the more recognised Korean consumer AI brands with KakaoTalk distribution for published agents. Held at the default tier because Wrtn discloses no Studio-specific active-user or creator figure, and consumer agent-building has weak retention across the category.",
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "crewai-flows",
    "name": "CrewAI Flows",
    "company": "CrewAI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "LangChain",
      "LlamaIndex",
      "AutoGen",
      "Haystack"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://crewai.com",
    "apiLink": null,
    "aiCoreShare": 85,
    "contentReview": "needs-review"
  },
  {
    "id": "sap-ai-core",
    "name": "SAP AI Core",
    "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": 84,
    "contentReview": "needs-review"
  },
  {
    "id": "vellum-deployments",
    "name": "Vellum Deployments",
    "company": "Vellum",
    "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://vellum.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "zapier-agents",
    "name": "Zapier Agents",
    "company": "Zapier",
    "region": "global",
    "tagline": "AI agents and chatbots across Zapier's automation graph",
    "description": "Zapier Agents let teams build AI workers that act across the thousands of apps Zapier already connects, with chatbots and planning canvases as surfaces of the same product. The integration graph is the moat, not the model.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Zapier Central, Zapier Canvas, Zapier Chatbots"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://zapier.com",
    "apiLink": null,
    "aiCoreShare": 98,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Zapier Agents",
        "variants": [
          "Zapier Central",
          "Zapier Canvas",
          "Zapier Chatbots"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "servicenow-workflow-data-fabric",
    "name": "ServiceNow Workflow Data Fabric",
    "company": "ServiceNow",
    "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://servicenow.com",
    "apiLink": null,
    "aiCoreShare": 87,
    "contentReview": "needs-review"
  },
  {
    "id": "vapi-voice-agents",
    "name": "Vapi Voice Agents",
    "company": "Vapi",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Retell AI",
      "Bland AI",
      "PolyAI",
      "Synthflow"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://vapi.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "crewai",
    "name": "CrewAI",
    "company": "CrewAI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "LangChain",
      "LlamaIndex",
      "AutoGen",
      "Haystack"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://crewai.com",
    "apiLink": null,
    "aiCoreShare": 86,
    "contentReview": "needs-review"
  },
  {
    "id": "dust",
    "name": "Dust",
    "company": "Dust",
    "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://dust.tt",
    "apiLink": null,
    "aiCoreShare": 88,
    "contentReview": "needs-review"
  },
  {
    "id": "langchain",
    "name": "LangChain",
    "company": "LangChain",
    "region": "global",
    "tagline": "De-facto orchestration framework for LLM applications",
    "description": "LangChain is the most widely adopted open-source framework for building LLM-powered applications, providing chains, agents, retrievers, and tool-use abstractions. Its vocabulary (chains, agents, tools, memory) has become the de-facto standard for LLM app development, used by the majority of AI startups and enterprise teams. LangGraph extends it for stateful multi-agent workflows; LangSmith provides the paired observability layer.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2022-10",
    "technicalImpact": 82,
    "competitors": [
      "llamaindex",
      "CrewAI",
      "AutoGen",
      "Haystack"
    ],
    "features": [
      "Chain and agent orchestration",
      "Tool and function calling abstractions",
      "Retrieval-augmented generation",
      "LangGraph stateful agent runtime"
    ],
    "pricing": {
      "free": "Open-source (MIT)"
    },
    "link": "https://www.langchain.com",
    "apiLink": "https://python.langchain.com/docs",
    "aiCoreShare": 88,
    "adoptionSignal": "90K+ GitHub stars; pip installs in the hundreds of millions; used by the majority of AI teams building LLM applications.",
    "scoringRationale": "De-facto orchestration standard for LLM app development. No disclosed userCount keeps it below the adoption cap. Framework vocabulary and abstractions are embedded across the open-source ecosystem; strong developer lock-in. Score capped at 82 (agent platform ceiling) pending disclosed adoption metrics.",
    "sourceUrls": [
      "https://github.com/langchain-ai/langchain",
      "https://www.langchain.com"
    ]
  },
  {
    "id": "ai-agent-studio",
    "name": "AI Agent Studio",
    "company": "ServiceNow",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 79,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://www.servicenow.com/products/ai-agents.html",
    "apiLink": null,
    "aiCoreShare": 91,
    "sourceUrls": [
      "https://www.servicenow.com/products/ai-agents.html"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "botpress-autonomous-nodes",
    "name": "Botpress Autonomous Nodes",
    "company": "Botpress",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://botpress.com",
    "apiLink": null,
    "aiCoreShare": 92,
    "contentReview": "needs-review"
  },
  {
    "id": "dust-assistants",
    "name": "Dust Assistants",
    "company": "Dust",
    "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://dust.tt",
    "apiLink": null,
    "aiCoreShare": 85,
    "contentReview": "needs-review"
  },
  {
    "id": "flowise-agents",
    "name": "Flowise Agents",
    "company": "Flowise",
    "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://flowiseai.com",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "wordware",
    "name": "Wordware",
    "company": "Wordware",
    "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://wordware.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "flowise-marketplace",
    "name": "Flowise Marketplace",
    "company": "Flowise",
    "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://flowiseai.com",
    "apiLink": null,
    "aiCoreShare": 90,
    "contentReview": "needs-review"
  },
  {
    "id": "ai-workforce",
    "name": "AI Workforce",
    "company": "Relevance AI",
    "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://relevanceai.com/workforce",
    "apiLink": null,
    "aiCoreShare": 96,
    "sourceUrls": [
      "https://relevanceai.com/workforce"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "botpress",
    "name": "Botpress",
    "company": "Botpress",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "Cognigy",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://botpress.com",
    "apiLink": null,
    "aiCoreShare": 92,
    "contentReview": "needs-review"
  },
  {
    "id": "oracle-database-select-ai",
    "name": "Oracle Database Select AI",
    "company": "Oracle",
    "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://oracle.com/artificial-intelligence/",
    "apiLink": null,
    "aiCoreShare": 83,
    "contentReview": "needs-review"
  },
  {
    "id": "stack-ai",
    "name": "Stack AI",
    "company": "Stack AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://stack-ai.com",
    "apiLink": null,
    "aiCoreShare": 90,
    "contentReview": "needs-review"
  },
  {
    "id": "vellum-prompts",
    "name": "Vellum Prompts",
    "company": "Vellum",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://vellum.ai",
    "apiLink": null,
    "aiCoreShare": 89,
    "contentReview": "needs-review"
  },
  {
    "id": "vellum-workflows",
    "name": "Vellum Workflows",
    "company": "Vellum",
    "region": "global",
    "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://vellum.ai",
    "apiLink": null,
    "aiCoreShare": 85,
    "contentReview": "needs-review"
  },
  {
    "id": "wordware-apps",
    "name": "Wordware Apps",
    "company": "Wordware",
    "region": "global",
    "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://wordware.ai",
    "apiLink": null,
    "aiCoreShare": 85,
    "contentReview": "needs-review"
  },
  {
    "id": "botpress-knowledge-base",
    "name": "Botpress Knowledge Base",
    "company": "Botpress",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 72,
    "competitors": [
      "Cognigy",
      "Kore.ai",
      "Yellow.ai",
      "Aisera"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://botpress.com",
    "apiLink": null,
    "aiCoreShare": 86,
    "contentReview": "needs-review"
  },
  {
    "id": "n8n",
    "name": "n8n",
    "company": "n8n",
    "region": "global",
    "tagline": "Open-source workflow automation and AI agent platform",
    "description": "Open-source workflow automation platform with visual canvas, 400+ integrations, and built-in AI nodes for LLM-powered steps within automated workflows. Self-hosted and cloud options give technical teams full data control. 400,000+ active users. AI Agent, Workflow AI, and Chat Trigger are built-in node types within the platform, not separate products. Competes with Zapier and Make on automation breadth, and differentiates on self-hosting, code-level flexibility, and developer ecosystem.",
    "users": "est. 400,000+ active users",
    "userCount": 400000,
    "releaseDate": "2019-10",
    "technicalImpact": 82,
    "competitors": [
      "zapier-agents",
      "make-automation-platform",
      "Pipedream",
      "Activepieces",
      "Windmill"
    ],
    "features": [
      "Visual workflow canvas with 400+ integrations",
      "AI Agent and LLM nodes",
      "Self-hosted and cloud deployment",
      "Code-level flexibility with JS/Python steps"
    ],
    "pricing": {
      "free": "Free self-hosted (source-available)",
      "cloud": "Cloud subscription",
      "enterprise": "Enterprise self-hosted"
    },
    "link": "https://n8n.io",
    "apiLink": "https://docs.n8n.io",
    "aiCoreShare": 89,
    "sourceUrls": [
      "https://n8n.io/",
      "https://blog.n8n.io/400k-users/"
    ],
    "scoringRationale": "2026-07-29 stress test: raised 80 -> 82. 400,000+ disclosed active users plus one of the largest third-party-visible open-source ecosystems in the agent space (GitHub stars, integrations, self-host deployments) is stronger evidence than LangChain's 82, which rests on ecosystem vocabulary with no disclosed users — n8n at 80 was an inversion. Parity with Cursor (82, 2M disclosed) is fair given n8n's users are workflow builders with enterprise self-host lock-in; 84+ needs larger sourced adoption."
  },
  {
    "id": "retool-agents",
    "name": "Retool Agents",
    "company": "Retool",
    "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://retool.com",
    "apiLink": null,
    "aiCoreShare": 84,
    "contentReview": "needs-review"
  },
  {
    "id": "sap-ai-launchpad",
    "name": "SAP AI Launchpad",
    "company": "SAP",
    "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://sap.com/products/artificial-intelligence.html",
    "apiLink": null,
    "aiCoreShare": 84,
    "contentReview": "needs-review"
  },
  {
    "id": "langgraph",
    "name": "LangGraph",
    "company": "LangChain",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 73,
    "competitors": [
      "LlamaIndex",
      "CrewAI",
      "AutoGen",
      "Haystack"
    ],
    "features": [
      "Suite modules: LangGraph Cloud, LangGraph Platform, LangGraph Studio"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://www.langchain.com/langgraph",
    "apiLink": null,
    "aiCoreShare": 92,
    "sourceUrls": [
      "https://www.langchain.com/langgraph"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "retell-voice-agents",
    "name": "Retell Voice Agents",
    "company": "Retell AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 69,
    "competitors": [
      "Vapi",
      "Bland AI",
      "PolyAI",
      "Synthflow"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://retellai.com",
    "apiLink": null,
    "aiCoreShare": 88,
    "contentReview": "needs-review"
  },
  {
    "id": "flowise",
    "name": "Flowise",
    "company": "Flowise",
    "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://flowiseai.com",
    "apiLink": null,
    "aiCoreShare": 92,
    "contentReview": "needs-review"
  },
  {
    "id": "make-ai-agents",
    "name": "Make AI Agents",
    "company": "Make",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 67,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://make.com",
    "apiLink": null,
    "aiCoreShare": 88,
    "contentReview": "needs-review"
  },
  {
    "id": "lindy-voice-agents",
    "name": "Lindy Voice Agents",
    "company": "Lindy",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 66,
    "competitors": [
      "Vapi",
      "Retell AI",
      "Bland AI",
      "PolyAI"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://lindy.ai",
    "apiLink": null,
    "aiCoreShare": 91,
    "contentReview": "needs-review"
  },
  {
    "id": "gumloop",
    "name": "Gumloop",
    "company": "Gumloop",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://gumloop.com",
    "apiLink": null,
    "aiCoreShare": 93,
    "contentReview": "needs-review"
  },
  {
    "id": "agent-teams",
    "name": "Agent Teams",
    "company": "Relevance AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 65,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://relevanceai.com/agents",
    "apiLink": null,
    "aiCoreShare": 94,
    "sourceUrls": [
      "https://relevanceai.com/agents"
    ],
    "contentReview": "needs-review"
  },
  {
    "id": "gumloop-agents",
    "name": "Gumloop Agents",
    "company": "Gumloop",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://gumloop.com",
    "apiLink": null,
    "aiCoreShare": 86,
    "contentReview": "needs-review"
  },
  {
    "id": "make-automation-platform",
    "name": "Make Automation Platform",
    "company": "Make",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://make.com",
    "apiLink": null,
    "aiCoreShare": 95,
    "contentReview": "needs-review"
  },
  {
    "id": "retool-workflows",
    "name": "Retool Workflows",
    "company": "Retool",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 64,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://retool.com",
    "apiLink": null,
    "aiCoreShare": 87,
    "contentReview": "needs-review"
  },
  {
    "id": "gumloop-nodes",
    "name": "Gumloop Nodes",
    "company": "Gumloop",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 63,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://gumloop.com",
    "apiLink": null,
    "aiCoreShare": 96,
    "contentReview": "needs-review"
  },
  {
    "id": "retell-ai",
    "name": "Retell AI",
    "company": "Retell AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 63,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://retellai.com",
    "apiLink": null,
    "aiCoreShare": 96,
    "contentReview": "needs-review"
  },
  {
    "id": "dify",
    "name": "Dify",
    "company": "Dify",
    "region": "global",
    "tagline": "Open-source LLM application development platform",
    "description": "Dify is an open-source platform for building LLM applications, combining a visual workflow builder, agent construction, and a knowledge/RAG layer over uploaded documents. The builder, agents and knowledge base are parts of one product, self-hosted or cloud.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai",
      "Glean",
      "Cohere RAG",
      "Vectara",
      "Mendable"
    ],
    "features": [
      "Agent orchestration",
      "Tool calling",
      "Workflow automation",
      "Enterprise controls",
      "Suite modules: Dify Knowledge, Dify Agent, Dify Workflow"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://dify.ai",
    "apiLink": null,
    "aiCoreShare": 95,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Dify",
        "variants": [
          "Dify Knowledge",
          "Dify Agent",
          "Dify Workflow"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "iflytek-voice-cloud",
    "name": "iFlytek Voice Cloud",
    "company": "iFlytek",
    "region": "china",
    "tagline": "Chinese speech, education, and language AI platform",
    "description": "iFlytek Voice Cloud is iFlytek's Chinese speech, education, and language-AI platform.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 74,
    "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": 88,
    "scoringRationale": "Voice Cloud is core speech infrastructure for iFlytek, but the catalog lacks current public usage evidence for a higher score.",
    "contentReview": "needs-review"
  },
  {
    "id": "stack-ai-agents",
    "name": "Stack AI Agents",
    "company": "Stack AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 62,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://stack-ai.com",
    "apiLink": null,
    "aiCoreShare": 97,
    "contentReview": "needs-review"
  },
  {
    "id": "wordware-agents",
    "name": "Wordware Agents",
    "company": "Wordware",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 61,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://wordware.ai",
    "apiLink": null,
    "aiCoreShare": 93,
    "contentReview": "needs-review"
  },
  {
    "id": "vapi",
    "name": "Vapi",
    "company": "Vapi",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 60,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://vapi.ai",
    "apiLink": null,
    "aiCoreShare": 85,
    "contentReview": "needs-review"
  },
  {
    "id": "oracle-ai-agent-studio",
    "name": "Oracle AI Agent Studio",
    "company": "Oracle",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 59,
    "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": "relevance-ai",
    "name": "Relevance AI",
    "company": "Relevance AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 59,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://relevanceai.com",
    "apiLink": null,
    "aiCoreShare": 94,
    "contentReview": "needs-review"
  },
  {
    "id": "vapi-workflows",
    "name": "Vapi Workflows",
    "company": "Vapi",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 59,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://vapi.ai",
    "apiLink": null,
    "aiCoreShare": 87,
    "contentReview": "needs-review"
  },
  {
    "id": "retool-ai",
    "name": "Retool AI",
    "company": "Retool",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 58,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://retool.com",
    "apiLink": null,
    "aiCoreShare": 94,
    "contentReview": "needs-review"
  },
  {
    "id": "make-ai-assistant",
    "name": "Make AI Assistant",
    "company": "Make",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 55,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://make.com",
    "apiLink": null,
    "aiCoreShare": 94,
    "contentReview": "needs-review"
  },
  {
    "id": "retell-conversational-analytics",
    "name": "Retell Conversational Analytics",
    "company": "Retell AI",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 54,
    "competitors": [
      "Cognigy",
      "Botpress",
      "Kore.ai",
      "Yellow.ai"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://retellai.com",
    "apiLink": null,
    "aiCoreShare": 89,
    "contentReview": "needs-review"
  },
  {
    "id": "sionic-enterprise-genai",
    "name": "Sionic Enterprise GenAI",
    "company": "Sionic AI",
    "region": "korea",
    "tagline": "Korean enterprise generative-AI and RAG platform.",
    "description": "Sionic AI's enterprise GenAI platform delivers RAG, agents, and Korean LLM tuning for banks, insurers, and large Korean corporates.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "Korean financial backers (Hana Bank, IBK); OpenAI Korea partner workshop",
    "technicalImpact": 70,
    "competitors": [
      "Allganize",
      "Cohere",
      "Glean",
      "Vectara"
    ],
    "features": [
      "Enterprise RAG",
      "Agent orchestration",
      "Korean tuning",
      "Regulated-industry deployment"
    ],
    "pricing": {
      "free": "Limited trial",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://sionic.ai",
    "apiLink": null,
    "aiCoreShare": 92
  },
  {
    "id": "claude-code",
    "name": "Claude Code",
    "company": "Anthropic",
    "region": "global",
    "tagline": "Agentic coding product for software development",
    "description": "Claude Code is Anthropic's agentic coding product for software development. It works from the terminal, IDEs, desktop, web, mobile handoff, Slack, and enterprise seats, making it one of the clearest standalone agentic-coding products rather than a small feature inside a broader assistant.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2025-01",
    "technicalImpact": 94,
    "competitors": [
      "github-copilot",
      "cursor",
      "replit",
      "Windsurf Editor",
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [
      "Terminal-native interface",
      "Agentic coding workflows",
      "Full codebase understanding",
      "IDE integrations",
      "Foundation model capability",
      "API or platform access",
      "Enterprise deployment",
      "Multimodal or language specialization",
      "Suite modules: Claude Code SDK",
      "Developer workflow automation",
      "Model operations",
      "Observability",
      "Secure deployment"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales",
      "included": "Included with Claude Pro subscription"
    },
    "link": "https://claude.ai/code",
    "apiLink": "https://docs.anthropic.com",
    "aiCoreShare": 90,
    "adoptionSignal": "Anthropic's Claude Code page shows terminal, IDE, desktop, web, Slack, Team, and Enterprise access plus named customer logos and stories; Anthropic does not disclose product-specific active users here.",
    "scoringRationale": "Top-tier impact reflects category leadership in agentic coding, direct developer workflow control, enterprise distribution, and strong platform leverage through SDK, IDE, terminal, and automation surfaces. User count remains undisclosed, so the score rests on product criticality and deployment evidence rather than copied MAU.",
    "sourceUrls": [
      "https://www.anthropic.com/claude-code",
      "https://docs.anthropic.com/en/docs/claude-code/overview"
    ]
  },
  {
    "id": "github-copilot",
    "name": "GitHub Copilot",
    "company": "Microsoft",
    "region": "global",
    "tagline": "Your AI pair programmer",
    "description": "GitHub Copilot is an AI coding assistant that suggests code completions, functions, and entire files. Integrated with VS Code, JetBrains, and other IDEs.",
    "users": "20M+ all-time users",
    "userCount": 20000000,
    "releaseDate": "2021-06",
    "technicalImpact": 90,
    "competitors": [
      "cursor",
      "claude-code",
      "deepseek",
      "Windsurf Editor",
      "Tabnine",
      "Sourcegraph Cody"
    ],
    "features": [
      "Code completion",
      "Chat-based code assistance",
      "IDE and GitHub integration",
      "Enterprise governance",
      "Suite modules: GitHub Copilot Chat, GitHub Copilot Enterprise, GitHub Copilot Workspace, GitHub Copilot for Business"
    ],
    "pricing": {
      "individual": "$10/month",
      "business": "$19/user/month",
      "enterprise": "$39/user/month"
    },
    "link": "https://github.com/features/copilot",
    "apiLink": "https://docs.github.com/en/copilot",
    "aiCoreShare": 75,
    "adoptionSignal": "GitHub said Copilot crossed 20M all-time users in July 2025; active users are not disclosed.",
    "sourceUrls": [
      "https://techcrunch.com/2025/07/30/github-copilot-crosses-20-million-all-time-users/"
    ],
    "scoringRationale": "Dominant AI coding assistant with 20M+ all-time users, deep IDE integration (VS Code, JetBrains, Neovim, Visual Studio), GitHub native embedding, and enterprise seat contracts. Score reflects developer workflow lock-in, GitHub ecosystem control, and Microsoft Azure OpenAI infrastructure. One of the highest-justified Impact scores because it combines massive adoption, proprietary platform distribution, and genuine workflow dependency."
  },
  {
    "id": "codex",
    "name": "Codex",
    "company": "OpenAI",
    "region": "global",
    "tagline": "Agentic coding workspace for software engineering",
    "description": "OpenAI Codex is an agentic cloud coding agent that takes software tasks autonomously — writing code, running tests, opening PRs, and navigating existing codebases with full repository context. It runs on OpenAI's current GPT-5 generation models and uses Cerebras inference hardware for fast cloud-mode execution. Positioned as OpenAI's answer to Claude Code, targeting developers who want autonomous task completion rather than inline suggestion.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2026-02",
    "technicalImpact": 85,
    "competitors": [
      "claude-code",
      "github-copilot",
      "cursor",
      "devin",
      "Google Jules"
    ],
    "features": [
      "Agentic coding assistant",
      "Cloud and local CLI workflows",
      "Repository-aware code generation",
      "Testing and pull-request assistance",
      "Canonical OpenAI Codex product family"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://chatgpt.com/codex",
    "apiLink": "https://platform.openai.com/docs",
    "aiCoreShare": 77,
    "sourceUrls": [
      "https://chatgpt.com/codex",
      "https://openai.com/index/introducing-codex/",
      "https://platform.openai.com/docs/codex"
    ],
    "scoringRationale": "OpenAI Codex (2026) is a full agentic coding agent competing directly with Claude Code, GitHub Copilot, and Cursor — not the 2021 code-completion model. Raised from 76 to 85: at 76 it was 18 points below Claude Code (94) and below Cursor (82), which is not defensible for OpenAI's primary agentic coding surface. Key differentiators: GPT-5 generation model quality, Cerebras inference integration for fast cloud-mode execution, full repository context, and OpenAI platform distribution. Stays below Claude Code (94) and GitHub Copilot (90) because Codex-specific active users, enterprise seat counts, and ARR are not yet disclosed and the product is newer in market. Re-evaluates upward as adoption evidence accrues."
  },
  {
    "id": "gemini-code-assist",
    "name": "Gemini Code Assist",
    "company": "Google Cloud",
    "region": "global",
    "tagline": "AI coding assistant for IDE and cloud workflows",
    "description": "Gemini Code Assist is Google Cloud's AI coding assistant for IDE and cloud workflows.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "GitHub Copilot",
      "Cursor",
      "Windsurf Editor",
      "Tabnine"
    ],
    "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": "cursor-background-agents",
    "name": "Cursor Background Agents",
    "company": "Cursor",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "GitHub Copilot",
      "Windsurf Editor",
      "Tabnine",
      "Sourcegraph Cody"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cursor.com",
    "apiLink": null,
    "aiCoreShare": 81,
    "contentReview": "needs-review"
  },
  {
    "id": "cursor-tab",
    "name": "Cursor Tab",
    "company": "Cursor",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "GitHub Copilot",
      "Windsurf Editor",
      "Tabnine",
      "Sourcegraph Cody"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cursor.com",
    "apiLink": null,
    "aiCoreShare": 80,
    "contentReview": "needs-review"
  },
  {
    "id": "amazon-q-developer",
    "name": "Amazon Q Developer",
    "company": "AWS",
    "region": "global",
    "tagline": "AI assistant for software development and AWS operations",
    "description": "Amazon Q Developer is AWS' AI assistant for software development and AWS operations.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://aws.amazon.com/machine-learning/",
    "apiLink": "https://docs.aws.amazon.com/machine-learning/",
    "aiCoreShare": 73,
    "contentReview": "needs-review"
  },
  {
    "id": "cursor-composer",
    "name": "Cursor Composer",
    "company": "Cursor",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 78,
    "competitors": [
      "GitHub Copilot",
      "Windsurf Editor",
      "Tabnine",
      "Sourcegraph Cody"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cursor.com",
    "apiLink": null,
    "aiCoreShare": 76,
    "contentReview": "needs-review"
  },
  {
    "id": "cline",
    "name": "Cline",
    "company": "Cline",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://cline.bot",
    "apiLink": null,
    "aiCoreShare": 83,
    "contentReview": "needs-review"
  },
  {
    "id": "cursor",
    "name": "Cursor",
    "company": "Cursor (Anysphere)",
    "region": "global",
    "tagline": "The AI-first code editor",
    "description": "Cursor is an AI-first code editor built as a VS Code fork with deeply integrated AI capabilities for complex multi-file tasks.",
    "users": "2M+",
    "userCount": 2000000,
    "releaseDate": "2023-03",
    "technicalImpact": 82,
    "competitors": [
      "github-copilot",
      "claude-code",
      "replit"
    ],
    "features": [
      "Full codebase understanding",
      "Composer agent",
      "Multi-agent execution",
      "VS Code compatibility"
    ],
    "pricing": {
      "hobby": "$0/month",
      "pro": "$20/month",
      "business": "$40/user/month"
    },
    "link": "https://cursor.com",
    "apiLink": null,
    "aiCoreShare": 72,
    "scoringRationale": "Cursor is the fastest-growing AI coding tool, crossing $500M ARR in 2025 with 2M+ users. Scored at 82 — meaningfully below GitHub Copilot (90) because Copilot has 10x more users and benefits from GitHub/Microsoft platform distribution, while Cursor competes on model quality and UX. The 8-point gap reflects Copilot's ecosystem control; Cursor's strong ARR growth supports the 82 position rather than a lower score.",
    "sourceUrls": [
      "https://cursor.com/",
      "https://techcrunch.com/2025/08/22/cursor-the-ai-coding-tool-has-reached-500m-in-annual-recurring-revenue/"
    ]
  },
  {
    "id": "openhands",
    "name": "OpenHands",
    "company": "OpenHands",
    "region": "global",
    "tagline": "",
    "description": "",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://github.com/All-Hands-AI/OpenHands",
    "apiLink": null,
    "aiCoreShare": 84,
    "contentReview": "needs-review"
  },
  {
    "id": "lovable",
    "name": "Lovable",
    "company": "Lovable",
    "region": "global",
    "tagline": "Lovable's prompt-to-app builder",
    "description": "Lovable turns natural-language prompts into deployable web applications, with hosting and a chat editing mode as parts of the same product rather than separate purchases.",
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "",
    "technicalImpact": 76,
    "competitors": [
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [
      "Developer workflow automation",
      "Model operations",
      "Observability",
      "Secure deployment",
      "Suite modules: Lovable Cloud, Lovable Chat Mode"
    ],
    "pricing": {
      "api": "Usage-based or enterprise pricing",
      "enterprise": "Contact sales"
    },
    "link": "https://lovable.dev",
    "apiLink": null,
    "aiCoreShare": 85,
    "sourceUrls": [],
    "versions": [
      {
        "name": "Lovable",
        "variants": [
          "Lovable Cloud",
          "Lovable Chat Mode"
        ]
      }
    ],
    "versionsUpdated": "2026-07-29"
  },
  {
    "id": "replit",
    "name": "Replit",
    "company": "Replit",
    "region": "global",
    "tagline": "Build software with AI",
    "description": "Replit combines AI software-building agents, editing, hosting and deployment in a browser workspace. Agent 4 and subsequent 2026 releases show the service remains active. Its integrated build-to-deploy workflow can suit browser-first users; quality, cost and operating responsibility depend on the project. Historical platform registrations are not AI Agent active users.",
    "users": "AI Agent active users not disclosed",
    "userCount": 0,
    "releaseDate": "2016-01",
    "technicalImpact": 80,
    "competitors": [
      "cursor",
      "v0",
      "github-copilot",
      "claude-code",
      "AWS Bedrock",
      "gemini-enterprise-agent-platform",
      "Azure AI Foundry",
      "Databricks"
    ],
    "features": [
      "Browser-based IDE",
      "Replit Agent",
      "50+ languages",
      "Instant deployment",
      "Suite modules: Replit Agent, Replit Assistant, Replit Ghostwriter, Replit Deployments AI",
      "Developer workflow automation",
      "Model operations",
      "Observability",
      "Secure deployment"
    ],
    "pricing": {
      "free": "$0/month",
      "core": "$25/month",
      "teams": "Custom"
    },
    "link": "https://replit.com",
    "apiLink": null,
    "aiCoreShare": 89,
    "sourceUrls": [
      "https://replit.com/blog/replit-raises-400-million-dollars",
      "https://replit.com/blog/replit-introduces-free-mode",
      "https://replit.com/blog/new-enterprise-governance-tools"
    ],
    "adoptionSignal": "Agent 4 launched in March 2026; Free Mode and enterprise governance updates followed in August. Replit reports users at 85% of Fortune 500 companies, not that those companies are enterprise customers. AI Agent-specific active users are not disclosed.",
    "scoringRationale": "Reviewed 2026-09-29: Impact 84 → 80. Removed 30M legacy registrations from AI-product userCount. Current releases support an active integrated workflow; fundraising and a target $1B year-end revenue run rate are not achieved product adoption."
  },
  {
    "id": "wanted-laas",
    "name": "Wanted LaaS",
    "company": "Wanted Lab",
    "region": "korea",
    "tagline": "LLM app and agent builder platform",
    "description": "Wanted LaaS lets teams build, deploy, and monitor generative-AI apps and agents from prompts without redeploying servers, supporting multiple LLMs, function calling, RAG document search, and API deployment with usage monitoring. The corporate site cites 250+ services built on the platform, and a 2024 Naver Cloud partnership offers HyperCLOVA X through LaaS. Per-customer usage is not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "250+ services built on LaaS (first-party); Naver Cloud HyperCLOVA X partnership (Apr 2024); partner logos incl. Hyundai Mobis",
    "technicalImpact": 70,
    "aiCoreShare": 88,
    "competitors": [
      "langsmith",
      "dify",
      "flowise",
      "Vellum"
    ],
    "features": [
      "Prompt versioning with no-redeploy updates",
      "Multi-model LLM testing and no-code app generation",
      "API deployment with usage monitoring",
      "Function calling and RAG document search"
    ],
    "pricing": {
      "free": "Free tier",
      "pro": "Subscription",
      "enterprise": "Contact sales"
    },
    "link": "https://laas.wanted.co.kr",
    "apiLink": "https://laas.wanted.co.kr/docs",
    "sourceUrls": [
      "https://laas.wanted.co.kr",
      "https://blog.wantedlab.com/news/240415"
    ],
    "scoringRationale": "70 reflects a commercialized Korean LLM-ops layer with 250+ built services and a Naver Cloud distribution tie-up; kept modest because it competes directly with global agent-builder platforms and discloses no revenue or active-tenant counts.",
    "nativeName": "원티드 LaaS"
  },
  {
    "id": "lg-cns-ax-platform",
    "name": "AX Platform (DAP GenAI)",
    "company": "LG CNS",
    "region": "korea",
    "tagline": "Enterprise generative-AI platform from LG CNS",
    "description": "The AX Platform packages LG CNS's DAP GenAI family — Knowledge Lake enterprise knowledge, GenAI Text and Image modules, DAP MLDL, and DAP Vision — covering development, deployment, LLMOps/LVMOps, and governance on cloud, on-premises, or hybrid infrastructure. Buyers are Korean enterprises and public-sector organizations running generative-AI workloads through Korea's largest listed IT services integrator. Product-specific customer counts are not disclosed.",
    "users": "Not disclosed",
    "userCount": 0,
    "adoptionSignal": "LG CNS cites Korean financial and public-sector GenAI deployments; platform launched as DAP GenAI Oct 2023",
    "technicalImpact": 76,
    "aiCoreShare": 82,
    "competitors": [
      "Samsung SDS FabriX",
      "microsoft-foundry",
      "gemini-enterprise-agent-platform",
      "alli-allganize"
    ],
    "features": [
      "DAP GenAI modules for text, image, and enterprise knowledge",
      "LLMOps/LVMOps fine-tuning and operations",
      "Prompt templates and prebuilt modules",
      "Governance with hybrid/on-prem deployment"
    ],
    "pricing": {
      "free": "N/A",
      "pro": "Per deployment",
      "enterprise": "Contact sales"
    },
    "link": "https://www.lgcns.com/en/service/ai/ax-platform.html",
    "apiLink": null,
    "sourceUrls": [
      "https://www.lgcns.com/en/service/ai/ax-platform.html",
      "https://www.aitimes.com/news/articleView.html?idxno=154316"
    ],
    "scoringRationale": "76 reflects the enterprise genAI platform of Korea's largest listed IT-services firm with hybrid/on-prem governance depth for regulated Korean buyers; held below 80 because named customers and platform revenue are not disclosed."
  },
  {
    "id": "ant-agentar",
    "name": "Agentar",
    "nativeName": "蚂蚁数科",
    "company": "Ant Digital Technologies",
    "region": "china",
    "tagline": "Enterprise AI agent build-and-deploy platform",
    "description": "Agentar is Ant Digital Technologies' enterprise agent platform, pitched as a \"commercial AI agent super factory\" for building, deploying and operating business agents. Agentar 2.0 launched into a market where Ant, Tencent, Alibaba and Baidu all announced competing enterprise agent platforms at WAIC 2026 — the Chinese counterpart to the Agentforce/Now Assist tier the catalog already tracks for global vendors.",
    "features": [
      "Enterprise agent construction and orchestration",
      "Financial and commercial domain templates",
      "Deployment and lifecycle operations",
      "Integration with Ant's model stack",
      "Enterprise governance controls"
    ],
    "pricing": {
      "enterprise": "Contact Ant Digital Technologies"
    },
    "link": "https://www.antgroup.com/en/news-media/press-releases",
    "apiLink": null,
    "users": "Not disclosed",
    "userCount": 0,
    "releaseDate": "2026",
    "technicalImpact": 78,
    "aiCoreShare": 85,
    "competitors": [
      "agentforce",
      "now-assist",
      "coze",
      "Tencent enterprise agents",
      "Baidu enterprise agents"
    ],
    "adoptionSignal": "Ant Digital announced Agentar 2.0 as a commercial agent platform at WAIC 2026, alongside competing launches from Tencent, Alibaba and Baidu. No customer count, deployment figure or revenue attribution is disclosed.",
    "scoringRationale": "78 is the evidence-capped tier: a real, newly launched enterprise agent platform from a major vendor, with no disclosed customers, deployments or revenue. Scored identically to global enterprise agent platforms at the same evidence position rather than discounted for being Chinese. Clears upward with named enterprise deployments or disclosed adoption.",
    "sourceUrls": [
      "https://www.antgroup.com/en/news-media/press-releases"
    ]
  }
]