Amsterdam / methodology
Public evidence first. Scores are editorial. Sources stay visible. Gaps stay visible too.
Reviewed
June 2, 2026
Reviewer
Roast & Rise editorial review
Direct AI proof
34 companies
Hiring signal
15 companies
Score
The readiness score is not the same as source confidence. A company can rank high and still carry visible evidence gaps.
16%
AI, ML, data science, LLM, automation or research roles tied to the company.
Does not count: Generic hiring with no AI or data signal.
14%
Engineering scale, platform work, APIs, infrastructure, R&D or developer products.
Does not count: A digital brochure with no visible technical product.
16%
Structured data, analytics, marketplaces, transaction flows or operational datasets.
Does not count: Claims of insight without a visible data surface.
16%
Released AI features, AI products, AI partnerships or public AI programs.
Does not count: AI ambition without a public proof link.
14%
Repeatable workflows where AI can remove manual work or improve decisions.
Does not count: One-off services with little process visibility.
10%
Market reach, employee scale, customer volume, revenue signals or usage scale.
Does not count: Small footprint with no visible momentum signal.
6%
Funding, listed-company backing, major contracts or expansion evidence.
Does not count: Growth language without a source.
8%
Fresh, specific, diverse sources with direct links to the scored claim.
Does not count: Thin, old, circular or only company-owned proof.
Proof rules
A source must link to the scored claim.
Company-owned proof is useful, but marked as company-owned.
Third-party directories count as scale or category context.
TechList is not treated as direct AI proof.
Top ranks are flagged when source diversity is thin.
Every source is marked with the review date.
Changelog
June 2, 2026: Scored 100 Amsterdam companies with the eight-signal model.
June 2, 2026: Added separate source confidence, evidence badges, checked dates and public exports.
June 2, 2026: Added trust filters and correction path for source-backed challenges.
Challenge
Send the company name, the claim, and a public source link. We review corrections against the same proof rules.
Challenge a ranking