AI Hallucination Research › Regulators

Findings by regulator

Bottom line

This is the RegLegBrief Hallucination Register sliced by the regulator whose rule the AI got wrong. Pick a methodology level to drill into the jurisdictions and bodies catalogued at that level. Counts show what is currently catalogued and how many bodies have at least one verified hallucination finding live.

Regulators are organised across the seven methodology levels of the RegLegBrief methodology (global standard-setters at the top through local and municipal bodies at the bottom). Each finding records the AI subject's account of one specific rule, the regulator's verbatim primary-source text, and the classified delta. Every finding cites the regulator's own portal URL so the comparison can be re-verified by any reader.

Last updated 14 Jun 2026 · Companion view: Findings by audience · Full ledger: Hallucination Register

244
Bodies
19
Jurisdictions
21
Regulations
107
Findings live

The methodology-level system reflects how authority flows in international financial regulation. Recommendations issued by international standard-setters (BIS/CPMI, IOSCO, IMF, UN treaty bodies) shape national rules administered by central banks and conduct authorities (MAS, FCA, CFTC, HKMA). Sub-jurisdictional regulators (NY DFS, DIFC, ADGM) operate within the parent national jurisdiction. The methodology positions every body somewhere on this hierarchy and audits its rules accordingly.

For the full methodology — the research pipeline, the four hallucination failure modes (inference drift, misstated rule, misattributed, outdated), the three citation issue types (Contradictory, Pretextual, Fabricated), and the no-substrate-no-audit rule — see methodology. The independent verification body is the RLB Specialist Panel.

International

Multilateral bodies and regional supranational regulators.

J1 Global standard-setters 39 bodies · 5 with published findings
Multilateral / global standard-setting bodies and global treaties administered by them.
UN, OECD, BIS, FATF, FSB, IMF, World Bank, WTO, IOSCO
J2 Regional supranational 12 bodies · across 2 jurisdictions
Regional supranational organisations and their regulators.
EU (EBA, ESMA, ECB), ASEAN, GCC, AU, MERCOSUR, EFTA, OAS

National

Country-level regulators, tiered per methodology § 5.1.

J3 Major advanced economies 182 bodies · across 9 jurisdictions · 3 with published findings
National regulators in major advanced economies.
US, UK, JP, DE, FR, CA, AU, SG, CH, NL
J4 Other advanced + large emerging 11 bodies · across 7 jurisdictions
National regulators in other advanced and large emerging markets.
CN, IN, HK, KR, BR, UAE, MY, ID, TH, PH, ES, IT, Nordics
J5 Other UN member states 0 bodies catalogued yet
Country regulators in the remaining UN member states.
Coverage expanding

Sub-National

State / provincial / municipal regulators sitting under a national parent.

J6 Sub-national 0 bodies catalogued yet
State / provincial / SAR / Land regulators sitting under a national parent.
NY DFS, California DRE, German Länder, Canadian provinces, Indian states
J7 Local / municipal 0 bodies catalogued yet
City-level / municipal regulators.
NYC DOB, City of London Corporation