Anthropic illuminates the dim corners of AI confusion in OECD merger review for listed issuers.
— RLB Specialist Panel
Frontier AI models inflated the operative architecture of the 2025 OECD Merger Review Recommendation.
Two frontier AI subjects tested by the RLB Specialist Panel added operative sections the Recommendation does not contain, omitted the Section V ex-post assessment obligation, and in one case fabricated a cross-reference to OECD/LEGAL/0408 (2014) as the instrument now governing the supposedly delegated co-operation language.
Frontier AI models tested on the 2025 OECD Merger Review Recommendation returned legal answers that inflated the operative section structure of the Recommendation and omitted the Section V ex-post-assessment obligation, producing deliverables that would fail first-reading review by an authority engaged with mainboard and premium-listed issuers.
The questions in this cell were prepared by the RLB Specialist Panel based on real, practical AI usage in the workflows that legal teams at mainboard and premium-listed issuers actually use AI for under the 2025 OECD Merger Review Recommendation. Each question targets a specific deliverable type where an AI assistant is plausibly the first draft: an operative-section summary in a client memo, a remedies-hierarchy paragraph in a regulatory-strategy paper, a failing-firm-defence formulation in a transaction-committee briefing, a Council-reporting cadence line in an inter-agency engagement note. The Panel issued each question to two frontier AI subjects with web search active.
The Panel then bound every AI response to verbatim regulator-issued source text held as primary substrate, comparing the model output against the operative OECD Recommendation text and the supporting OECD guideline used to verify cross-references. Only responses where the AI subject was demonstrably wrong against the verbatim regulator-issued source text are published as findings; responses that were substantively correct, or that refused on calibration grounds, are retained internally and not surfaced.
Finding: Operative structure inflated; ex-post assessment dropped. The Specialist Panel asked, in application form, how the 2025 OECD Merger Review Recommendation is structured and which subject-matter areas the 2025 revision added relative to the superseded 2005 instrument. Claude Opus 4.7 with web search active answered that the operative content runs from (a) a merger review framework through (e) international co-operation and (f) monitoring and review by the Competition Committee, characterising international co-operation as deliberately narrower than 2005 (RLB-H-INT-OECD-OECD-MERGER-REVIEW-RECOMMENDATION-2025-Q001-Opus47).
Claude Sonnet 4.6 with web search active produced a parallel six-area enumeration: merger review framework, notification and review procedures, substantive merger analysis, merger remedies, cross-jurisdictional co-operation, monitoring and review (RLB-H-INT-OECD-OECD-MERGER-REVIEW-RECOMMENDATION-2025-Q001-Sonnet46). The substrate held by the Panel records the operative text: the Recommendation enumerates five operative sections, Section I (maintain framework), Section II (notification and review procedures), Section III (sound merger analysis), Section IV (remedies framework), and Section V (ex-post assessment).
Section V was the headline addition in the 2025 revision; both AI subjects omitted it as a standalone operative section and added two non-existent operative sections (international co-operation, monitoring) drawn from the closing provisions or from comparable OECD instruments.
Finding: Operative architecture inflated with phantom transnational co-operation section; Section V omitted; OECD/LEGAL/0408 cross-reference fabricated. The Specialist Panel asked, in application form, what the primary operative sections of the 2025 OECD Merger Review Recommendation address, and what topics were deliberately separated into other OECD instruments rather than included.
Claude Opus 4.7 with web search active answered that the operative architecture includes a transnational co-operation section specifically on merger reviews and remedy design, characterised as deliberately narrower than 2005 because broader co-operation is now governed by OECD/LEGAL/0408 (2014), together with a sixth section on monitoring by the OECD Competition Committee (RLB-H-INT-OECD-OECD-MERGER-REVIEW-RECOMMENDATION-2025-Q006-Opus47). The substrate held by the Panel records the operative architecture as five sections: I (maintain framework), II (notification and review procedures), III (sound merger analysis), IV (remedies framework), V (ex-post assessment).
Neither a transnational co-operation operative section nor a monitoring operative section appears in the operative RECOMMENDS block. The cross-reference to OECD/LEGAL/0408 (2014) as the instrument now governing the supposedly delegated co-operation language is not in the Recommendation; it is a fabricated cross-reference.
For legal teams at mainboard and premium-listed issuers advising on cross-border merger transactions touching the 2025 OECD Merger Review Recommendation, citation accuracy on the operative architecture, on Section IV.3 remedies hierarchy, and on Section III.11.b failing firm defence is load-bearing in every authority-facing submission, every board memo, and every transactional document. A counterparty or competition authority who identifies a structural inflation, a misattributed sub-hierarchy, or a closed-cumulative-test framing on first reading calls the entire piece of advice into question.
The structural-architecture failure is the most directly visible: a board memo or regulator-facing submission that lists 'international co-operation' or 'monitoring' as operative RECOMMENDS sections is wrong on first reading. The Section IV.3 EU sub-hierarchy import is the most insidious failure, reading as authoritative because the EU framework is real, but presenting EU practice as OECD content imports the wrong normative baseline into the firm's remedy strategy.
Five operative sections; international co-operation and monitoring sit elsewhere. The 2025 OECD Merger Review Recommendation enumerates five operative sections under its RECOMMENDS block: Section I (maintain framework), Section II (notification and review procedures), Section III (sound merger analysis), Section IV (remedies framework), and Section V (ex-post assessment). Council reporting and Competition Committee monitoring sit in Section VIII.c, in the instrument's closing provisions, not as a sixth operative section. The 2025 revision's headline addition relative to the 2005 instrument is Section V on ex-post assessment; any structural summary that omits it misses the most consequential change introduced by the revision.
Five operative sections; cross-reference to OECD/LEGAL/0408 not in the Recommendation. The 2025 Recommendation's operative architecture is the same five-section enumeration set out in Section I through Section V. There is no operative transnational co-operation section, and no operative monitoring section. The closing provisions cover monitoring and reporting; they are not part of the RECOMMENDS block. The Recommendation does not cross-reference OECD/LEGAL/0408 (2014) as an instrument that now governs delegated co-operation language; that cross-reference is a fabricated narrative imposed on the operative architecture.
A practitioner mapping the Recommendation's operative obligations for a multi-jurisdictional compliance project who relied on the AI output would produce a structurally incorrect compliance map that invents an obligation and omits Section V.
For legal teams at mainboard and premium-listed issuers working with AI on the 2025 OECD Merger Review Recommendation, the recurring pattern is Structure Inflation: the AI subjects supplied more sections than the regulator did, adding operative content drawn from the instrument's closing provisions or from comparable OECD instruments. The most consequential omission, repeatedly, is Section V on ex-post assessment, which was the headline addition of the 2025 revision.
The defensive workflow that catches this is a substantive read of the Recommendation's RECOMMENDS block against the AI output's enumeration; do not rely on the AI's structural summary in a client deliverable, a compliance map, or a regulatory-strategy paper without verifying the operative-section list directly.
The RLB Specialist Panel is engaging with the AI subjects' developers and with practitioner audiences working under the 2025 OECD Merger Review Recommendation. The Panel maintains an audit register of confirmed hallucinations bound to verbatim regulator-issued source text, surfaces them on the live regulation page and on each audience-specific briefing, and accepts right-of-reply submissions from the AI subjects' developers and from regulator-side reviewers.
For legal teams at mainboard and premium-listed issuers this means the same questions can be re-issued against successor model releases; the bound substrate makes it straightforward to verify whether a specific failure mode has been corrected upstream, or whether the same hallucination is still being produced. Partnership briefings with AI labs are offered against the audit register, not against synthesised demonstrations, so the corrections that matter are evidenced against the operative OECD text rather than against a paraphrase chain.
For legal teams at mainboard and premium-listed issuers drawing on AI in workflows that touch the 2025 OECD Merger Review Recommendation, the practical action items are direct:
These findings and associated work have been put up in public with a view of the greater good for the development of a safer AI ecosystem. Any party reading this or any finding on reglegbrief.com may contact us and have an unconditional right of reply; the Specialist Panel will publish any factual correction or contextual response alongside the original finding, with no editorial gatekeeping. Researchers, regulators, and compliance teams with questions on methodology or specific findings can reach the Specialist Panel via the same channel.
RegLeg Brief is operated by Verdus Technologies Pte. Ltd. (UEN 201616982R), incorporated in Singapore. The RLB Specialist Panel, with an aggregate of over 60 years of public-policy and industry experience, documents only confirmed hallucination findings, under a methodology that requires a verbatim regulator excerpt for every documented claim. All findings, citation IDs, model outputs, regulator excerpts, and methodology notes are open-access.
Primary source verified: OECD/LEGAL/0333, Recommendation of the Council on Merger Review (2025 Revision) · Substrate documents: R1-REGULATION-00001, R3-GUIDELINE-00004 · OECD portal: oecd.org/legal
Citation IDs referenced:
RLB-H-INT-OECD-OECD-MERGER-REVIEW-RECOMMENDATION-2025-Q001-Opus47RLB-H-INT-OECD-OECD-MERGER-REVIEW-RECOMMENDATION-2025-Q006-Opus47