The AI-first company: evidence on AI adoption MCP server,
connected in one click.

start — 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

open — Open one part of the evidence map: a list (practices, cases, studies, figures, claim-checks, assessments) with filters such as theme, outcom

get_evidence — 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

check_ai_figure — 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

check_vendor_claim — 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 st

review_ai_transformation_plan — Review an AI transformation proposal, business case or rollout memo, for example before it goes to a board. Returns the do-first practices f

find_practices — 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 'Wha

find_company_cases — List real companies that used AI and how it turned out: measured result, company-reported result, went wrong, or partly walked back. Use it