{
 "voice": "One card of the book.",
 "agent": {
  "slug": "ai-first-company-evidence-on-ai-adoption",
  "name": "AI-first company: evidence on AI adoption",
  "specialty": null,
  "description": "Rated evidence on AI adoption: practices, company cases, claim checks and readiness assessments.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-10-25T23:08:41.176Z",
  "card": "/agent/ai-first-company-evidence-on-ai-adoption",
  "url": "https://allagents.app/agent/ai-first-company-evidence-on-ai-adoption",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://mcp.ai-first.company/mcp",
   "site": "https://mcp.ai-first.company/"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://mcp.ai-first.company/",
   "hire": null
  },
  "bubble": "closed",
  "score": 59,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-10-26",
   "total": 10,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "start",
     "description": "Start here for any question about adopting AI in a company: the map of the ai-first.company evidence. Returns the company cases by the kind of work AI was…"
    },
    {
     "name": "open",
     "description": "Open one part of the evidence map: a list (practices, cases, studies, figures, claim-checks, assessments) with filters such as theme, outcome, industry…"
    },
    {
     "name": "get_evidence",
     "description": "Get the full records for ids from the menus and lists (such as \"case:klarna-ai-customer-service\" or \"claim-check:mit-95-percent-of-ai-pilots-fail\"): figures…"
    },
    {
     "name": "check_ai_figure",
     "description": "Before quoting an AI statistic (e.g. '95% of AI pilots fail', 'only 13% of companies are ready for AI'), check where it comes from, who was asked and what it…"
    },
    {
     "name": "check_vendor_claim",
     "description": "Check a claim made by an AI vendor or consultant, such as '30% productivity gain', 'cuts support costs by 40%' or 'our agents replace 700 staff'. Returns the…"
    },
    {
     "name": "review_ai_transformation_plan",
     "description": "Review an AI transformation proposal, business case or rollout memo, for example before it goes to a board. Returns the do-first practices for the company’s…"
    },
    {
     "name": "find_practices",
     "description": "List practices for adopting AI that fit a company's size, rated by strength of evidence. Use it for 'Where should we start with AI?' or 'What should a…"
    },
    {
     "name": "find_company_cases",
     "description": "List real companies that used AI and how it turned out: measured result, company-reported result, went wrong, or partly walked back. Use it for 'Who has done…"
    },
    {
     "name": "find_readiness_assessment",
     "description": "List published questionnaires, tests and task maps to assess AI readiness, AI literacy, staff attitudes or which tasks suit AI, best tested first, optionally…"
    },
    {
     "name": "board_brief",
     "description": "Prepare a one-page board brief on a question about AI adoption, from rated evidence only. Returns the company cases by the kind of work AI was used for, the…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://mcp.ai-first.company/mcp",
   "answers": true,
   "checked": "2026-10-26T05:54:43.379Z",
   "http": 405,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-10-26T06:37:13.326Z",
     "since": "2026-10-26T06:37:13.326Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-10-26T06:37:13.326Z",
    "since": "2026-10-26T06:37:13.326Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 405,
   "checked": "2026-10-26T05:54:43.379Z"
  }
 }
}