Independent per-regulation testing of how AI models hallucinate on regulatory questions. Each white paper pairs the model's answer with the authenticated regulator text that contradicts it, and verifies every source the model cited — separating real citations from fabricated, pretextual, or contradictory ones.
Per-regulation diagnostics on how specific AI models hallucinate on each rule — grounded in authenticated primary sources by the RLB Specialist Panel.
Engage the RLB Specialist Panel to evaluate your model on regulations of strategic priority, diagnose its failure modes per finding, and collaborate on remediation. Includes pre-publication review of any findings we publicly release on your model.
The methodology applies beyond regulation — engagements can be scoped to medical guidelines, tax authorities, investment research, or other critical-accuracy domains your model serves. See indicative list ↓
Engage as AI Labs partner →Public findings carry executive summaries, per-question contrasts, and cited-source verifications. Partner engagements add the Panel's per-finding root-cause analysis, dominant-mode profile of the model's failures, and full substrate context behind each finding — surfaced through Panel-led review of the partner's own AI model.
AI products serving these audiences need to be right. We make sure they are.
Across these critical-accuracy domains, AI products that get it wrong have material consequences. RLB applies the same methodology proven on regulation — test the model against the authoritative substrate, classify failures into the 7+2 taxonomy, and collaborate on remediation.
| Substrate domain | Target audience for AI products |
|---|---|
| Regulatory rules | Lawyers, compliance, regulators, regulated firms (what we do now) |
| Medical guidelines (WHO, FDA, NICE) | Doctors, nurses, patients, pharma |
| Tax authorities (IRS, HMRC) | Accountants, tax advisers, individuals |
| Investment research (prospectuses, fund factsheets, SEC filings) | Advisers, retail investors, asset managers |
| Banking product T&Cs, rate sheets | Retail bankers, financial advisers |
| Drug interaction databases | Pharmacists, prescribers |
| Court precedent / case law | Lawyers, paralegals |
| Building codes, safety standards | Engineers, architects, contractors |
| Cybersecurity standards (NIST, ISO 27001) | Security teams, CISOs, IT auditors |
| Aviation safety (FAA, EASA, ICAO) | Pilots, airlines, maintenance technicians |
| Clinical trial protocols (ICH-GCP, FDA IND) | Clinical researchers, regulatory affairs |