{
  "id": "14-forethought",
  "slug": "forethought",
  "normalized_name": "forethought",
  "name": "Forethought (now \"Forethought AI Agents by Zendesk\")",
  "vendor_url": "forethought.ai",
  "category": "inbound-plg-chat",
  "what_it_does": "Omnichannel AI agent (\"Solve\") that resolves customer support and pre-sales issues across chat, email, voice, and a headless API, trained on a company's past tickets and help-center content.",
  "ai_features": "Vendor describes \"agentic reasoning\" - the system reasons, decides, and takes action per configured business policies, aiming for end-to-end resolution rather than hand-off-only assistance; self-improvement claims from Zendesk's acquisition announcement were not independently verified.",
  "mcp_status": "unknown",
  "mcp_url": "none published. Forethought's own headless page https://forethought.ai/channels/headless carries an \"MCP\" section (\"SDK + API + MCP\") with no endpoint, docs or setup guide.",
  "mcp_auth": "unknown",
  "api_gate": "enterprise-only. No published pricing; the pricing page lists Team/Professional/Enterprise tiers all behind \"Get a Quote,\" and the FAQ states Forethought offers a \"Proof of Value (POV) instead of a traditional free trial.\"",
  "revops_role": "Enterprise inbound support-AI layer, now being integrated into Zendesk's broader Resolution Platform rather than sold as a fully independent product.",
  "tier": "RESEARCHED",
  "last_checked": "2026-09-02",
  "sources": "https://www.forethought.ai, https://www.forethought.ai/pricing, https://www.zendesk.com/newsroom/press-releases/zendesk-completes-acquisition-of-forethought/, https://forethought.ai/channels/headless",
  "notes": "STATUS FLAG - ACQUIRED. Zendesk announced intent to acquire Forethought on March 11, 2026 and completed the acquisition March 26, 2026. forethought.ai now carries a banner reading \"A new chapter begins: Forethought is now part of Zendesk,\" and Zendesk is rebranding the technology \"Forethought AI Agents by Zendesk\" for deployment across its own Resolution Platform. Checked PulseMCP for an MCP server - zero results. 2026-09-02: mcp_status none-found -> unknown. https://forethought.ai/channels/headless is titled \"Headless CX AI Platform: SDK + API + MCP\" and its MCP section reads only \"Connect your systems, data, and business rules to agentic AI so every interaction is grounded in real context\"; a search snippet of the same page describes the offer as \"Agent SDK, API access, and MCP Client\", which would make Forethought a consumer of MCP servers rather than a publisher. No endpoint, docs or auth are published, forethought.ai has no llms.txt and the official MCP registry has no entry. A first-party mention that does not even settle server versus client is unknown, not official. Zendesk's own MCP server (announced at Relate, May 2026) is a separate question for the Zendesk backlog item.",
  "mcp_status_bucket": "unknown",
  "api_gate_bucket": "enterprise-only",
  "mcp_urls": [
    "https://forethought.ai/channels/headless"
  ],
  "source_urls": [
    "https://www.forethought.ai",
    "https://www.forethought.ai/pricing",
    "https://www.zendesk.com/newsroom/press-releases/zendesk-completes-acquisition-of-forethought/",
    "https://forethought.ai/channels/headless"
  ],
  "source_annotations": [],
  "vendor_domain": "forethought.ai",
  "display_name": "Forethought (now \"Forethought AI Agents by Zendesk\")",
  "docs_url": null,
  "jobs": [
    "answer-inbound-chat"
  ],
  "jobs_tagged_by": "machine-pass",
  "jobs_tagged_on": "2026-08-25",
  "github_url": null,
  "github_stars": null,
  "github_last_commit": null,
  "github_archived": null,
  "github_fetched_on": null,
  "github_candidates": [],
  "docs_digest": null,
  "docs_last_crawled": null,
  "submission": null,
  "mcp_tools": [],
  "mcp_tool_count": 0,
  "mcp_tools_evidence": null,
  "mcp_tools_repo": null,
  "mcp_tools_repo_party": null,
  "mcp_catalog_shape": null,
  "mcp_catalog_note": null,
  "mcp_tools_fetched_on": null,
  "cli_status": "none-found",
  "cli_party": null,
  "cli_binary": null,
  "cli_install": [],
  "cli_login": null,
  "cli_commands_seen": [],
  "cli_docs_url": null,
  "cli_repo": null,
  "cli_packages": [],
  "cli_evidence": null,
  "cli_checked_on": "2026-09-27",
  "github_org": "Forethought-Technologies",
  "github_org_status": "resolved",
  "github_org_url": "https://github.com/Forethought-Technologies",
  "github_org_evidence": {
    "rule": "rule 3",
    "url": "search q=Forethought",
    "matched_domain": "forethought.ai",
    "via": "website",
    "detail": "account website https://engineering.forethought.ai/ has the vendor's domain",
    "confidence": "strong",
    "candidates_rejected": []
  },
  "github_org_repos": 4,
  "github_org_repos_mcp": 0,
  "github_org_repos_cli": 0,
  "github_org_latest_activity": "2026-09-04T17:24:39Z",
  "github_org_recent_repos": [
    {
      "name": "solve-android",
      "url": "https://github.com/Forethought-Technologies/solve-android",
      "kind": "sdk",
      "description": null,
      "stars": 1,
      "pushed_at": "2026-09-04",
      "latest_release": "1.0.1"
    },
    {
      "name": "solve-ios",
      "url": "https://github.com/Forethought-Technologies/solve-ios",
      "kind": "sdk",
      "description": "Contains the public XCframework",
      "stars": 3,
      "pushed_at": "2026-07-14",
      "latest_release": "2.4.1"
    },
    {
      "name": "AutoChain",
      "url": "https://github.com/Forethought-Technologies/AutoChain",
      "kind": "other",
      "description": "AutoChain: Build lightweight, extensible, and testable LLM Agents",
      "stars": 1879,
      "pushed_at": "2025-12-16",
      "latest_release": null
    },
    {
      "name": "ieee-dsmp-2018-paper",
      "url": "https://github.com/Forethought-Technologies/ieee-dsmp-2018-paper",
      "kind": "other",
      "description": "\"Automated labeling of bugs and tickets using attention-based mechanisms in recurrent neural networks\" paper for DSMP'2018: 2018 IEEE Second International Confe",
      "stars": 5,
      "pushed_at": "2020-01-26",
      "latest_release": null
    }
  ],
  "github_org_checked_on": "2026-09-08",
  "mcp_endpoint": null,
  "mcp_docs_url": null,
  "endpoint_status": "not-applicable",
  "endpoint_http_status": null,
  "endpoint_last_probed": null,
  "endpoint_wall_note": null,
  "canonical": true,
  "canonical_id": "14-forethought",
  "also_listed_in": [],
  "source_file": "14-inbound-plg-chat.md",
  "source_line": 256,
  "file_index": 13,
  "category_num": "14",
  "category_slug": "inbound-plg-chat",
  "category_label": "Inbound & PLG Chat",
  "heading": "Forethought",
  "missing_schema_fields": [],
  "extra_fields": {},
  "display_rank": 752
}