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Management & Risk Consulting × 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 Management & Risk Consulting firms in international jurisdictions

Risk teams at management and risk consulting firms supporting CCP, CSD, and PS clients are increasingly using AI to design Principle 15 risk-mapping exercises, validate LNAFE sizing methodology for client liquidity-risk functions, draft scenario-analysis programme frameworks under KC2, and produce post-assessment remediation roadmaps drawing 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 consulting 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 consulting Risk teams the operational consequence is direct. A remediation roadmap that inflates the KC3 six-month floor into a "greater of" dual-track minimum miscalibrates the client's regulatory baseline and produces a work programme that does not match the rule. 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. KC3 Basel carve-out replaced with invented KC4 liquidity test
    RLB-F-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q002

    When a Risk team uses AI to brief a CCP or payment-system client on whether Basel- or CRD-compliant regulatory capital qualifies toward the Principle 15 LNAFE buffer, this failure produces a fundamentally wrong qualifying condition, one that requires assets to pass a KC4 liquidity test that KC3 does not impose. A client operating under that framing may include capital that actually qualifies, or exclude it unnecessarily, depending on which version of the AI's self-contradicting answers the team relied on.

    For the consulting firm, a Principle 15 capital buffer policy built on this mischaracterisation is a live remediation liability if the error surfaces during an L3 assessment or internal audit.

    see details →
  2. LNAFE floor fabricated as 'greater of' dual-track minimum
    RLB-F-INT-BIS-CPMI-IOSCO-PFMI-L3-GENERAL-BUSINESS-RISK-2025-Q003

    A Risk team that asks AI for a precise statement of the LNAFE minimum under KC3, the kind of question that anchors a gap analysis or a board-level Principle 15 summary, receives a 'greater of' dual-track structure that merges KC2's scenario-analysis sizing obligation into KC3's clean six-month floor. This makes the KC3 minimum look more demanding and architecturally complex than it is, and would cause a client to build a capital policy framework around a KC2/KC3 hybrid that has no basis in the rule text.

    The error is particularly dangerous for consulting firms because it reads as conservatism, an FMI holding to the more demanding of two tests, when in fact it represents a misread of which provisions live where.

    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.