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Payment Institutions × Risk — International / Multilateral · Last updated 11 Jun 2026 · methodology v2.3 · Hallucination Register
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AI Hallucination on Implementation Monitoring of the PFMI: Level 3 Assessment on General Business Risks for Risk teams at Payment Institutions firms in international jurisdictions

Risk teams at payment institutions are increasingly using AI to design Principle 15 risk-mapping artefacts, draft general-business-risk scenario suites for the CRO, validate LNAFE sufficiency calculations under stress, and prepare cross-cycle benchmarking commentary on the November 2025 CPMI-IOSCO Level 3 findings. The November 2025 CPMI-IOSCO Level 3 assessment of general business risk, recorded under PFMI Principle 15, is the supervisory exercise most directly bearing on this practice area in the current cycle.

As AI tooling enters the drafting layer, the question is no longer whether AI-assisted work product reaches client-facing deliverables; it is whether the work product reaches them with the regulator-text fidelity that PI Risk teams need.

The RLB Specialist Panel tested two frontier AI models on a question set covering the LNAFE quantitative floor, the Basel/CRD equity carve-out condition, and the November 2025 assessment lifecycle. The Panel records 2 findings on this audience-specific cell. The failure pattern in scope: Quantitative-floor inflation into a fabricated composite minimum; Outright denial of a carve-out the rule records explicitly. Questions are prepared by the RLB Specialist Panel based on real practical AI usage in the workflows the respective audience uses AI for. The Panel binds each AI finding to verbatim regulator-issued source text held as primary substrate.

For PI Risk teams the operational consequence is direct. A risk-mapping artefact that attributes the six-month LNAFE floor to KC2 collapses the structural distinction between the KC2 scenario-analysis obligation and the KC3 quantitative minimum, producing a risk register that does not match the Principle's architecture.

PFMI Principle 15 is one of the cleanest primary-source surfaces in the cross-border CCP and CSD universe: a Key Consideration cited in a deliverable is either the right KC or it is not; a quantitative floor is either the regulator's text or it is not; an assessment-period date range is either accurate or it is not. Each is recoverable on a routine line-by-line read.

The audit's 2 findings for this cell carry immutable RLB Citation IDs and are bound to verbatim regulator-issued source text held by the RLB Specialist Panel: RLB-H-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q003-Opus47, RLB-H-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q002-Sonnet46. The full audit on the November 2025 CPMI-IOSCO Level 3 assessment is published at the PFMI Level 3 General Business Risk hub on RegLegBrief.com.

This is the consolidated view of findings. Click the Citation IDs or 'see details →' on any item for the full details for each finding.

  1. Basel equity carve-out condition in KC3 fabricated
    RLB-F-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q002

    AI tools we tested produced two contradictory but equally wrong answers on the condition governing whether Basel-regulated equity qualifies toward an FMI's LNAFE under Principle 15 KC3: one invented a KC4 liquidity test not present in KC3, and another flatly denied that KC3 contains any Basel carve-out at all.

    For a Risk team at a Payment Institution that relies on the Basel carve-out to avoid holding a redundant liquid equity buffer on top of its already-regulated capital, the second error is commercially material: it would lead the team to exclude qualifying capital from the LNAFE calculation, either understating the buffer in internal MI or building an unnecessarily large separate liquid asset pool. In a PFMI-aligned supervisory review, a policy document that omits the carve-out or mis-cites the condition will be directly contradicted by the rule text a supervisor reads.

    see details →
  2. KC3 six-month floor recast as dual-track minimum
    RLB-F-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q003

    AI tools we tested recast the single six-month operating expense floor in KC3 as a 'GREATER OF' dual-track minimum requiring the FMI to also hold enough to cover potential general business losses derived from its own scenario analysis, a sizing obligation that sits in KC2, not KC3. A Risk team that imports this framing into its LNAFE policy will have a structurally overstated floor requirement and, more seriously, a policy document that cites KC3 for an obligation KC3 does not contain.

    When that document is reviewed by internal audit or by a supervisor conducting a PFMI L3 assessment, the discrepancy between the cited provision and its actual text is immediately visible and requires a formal correction, triggering remediation costs and, depending on the supervising authority, a finding in the assessment report.

    see details →

Every finding on this page compares an AI subject's account of the rule against the regulator's verbatim text from the regulator's own portal. Both are linked. Each delta, its root causes, and impact analysis are documented and published with immutable Citation IDs.