Compliance teams at maritime and shipping firms are increasingly using AI to update route-screening and operational checklists, generate flag-state and treaty-body filing bulletins, and validate which provisions of the BBNJ Agreement govern environmental impact assessment screening and Conference of the Parties area-based decisions.
The RLB Specialist Panel put a set of practitioner-grade questions on the BBNJ Agreement to two frontier AI models with web search active. Each question is prepared by the Panel based on the workflows that compliance teams at maritime & shipping firms actually use AI for under this treaty, covering the screening threshold for environmental impact assessments under Part IV, the temporal scope of the marine genetic resources and digital sequence information regime under Part II, the benefit-sharing duty for digital sequence information, and the non-undermining duty constraining Conference of the Parties decisions on area-based management tools under Part III.
The Panel then binds every AI response to verbatim regulator-issued source text held as primary substrate, comparing the AI output line-by-line against the deposited treaty text. Only responses where the AI subject was demonstrably wrong against the verbatim regulator-issued source text are published; responses that were substantively correct, or that refused on calibration grounds, are retained internally and not surfaced. On the BBNJ Agreement, the AI subjects returned two hallucinated answers in the form of Source-Credit Misattribution for compliance teams at maritime & shipping firms.
For compliance teams at maritime & shipping firms working under the BBNJ Agreement, internal policies, regulator-facing filings, and supervisor-engagement memos turn on citation accuracy. A compliance submission that mis-numbers the source article will be identified by a national Clearing-House Mechanism reviewer or a treaty-body monitoring reviewer on first reading, and the wider compliance narrative loses credibility.
Where the AI subjects inverted the direction of the marine genetic resources retroactivity default, the consequence is more serious: the firm could initiate costly and unnecessary remediation of legacy collections, or misstate its position in due diligence disclosures, licensing negotiations, and regulatory filings - any of which could attract scrutiny from national implementing authorities or treaty-body monitoring mechanisms.
The published Specialist Panel findings, with model attribution, carry the following citation identifiers, each hyperlinked to the bound regulator-issued source text on the BBNJ Agreement regulation hub. The audit register surfaces these findings for compliance teams at maritime & shipping firms so that any AI-assisted treaty citation, paraphrase, or rule-statement entering a deliverable can be re-validated against the deposited treaty text before the document is issued:
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q001-Opus47 (EIA screening threshold misattributed to wrong article)RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q001-Sonnet46 (EIA screening threshold misattributed to wrong article)RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q005-Opus47 (Non-undermining clause attributed to wrong article)This is the consolidated view of findings. Click the Citation IDs or 'see details →' on any item for the full details for each finding.
A compliance team at a maritime & shipping firm scoping whether a high-seas activity requires an environmental impact assessment under the BBNJ Agreement would, on this AI response, build the internal compliance memo or regulator-facing filing around Article 30. The correct screening provision is Article 27 (Part IV). A regulator or treaty-body reviewer reading a compliance submission that mis-numbers the source article will identify the error immediately, calling into question the rigour of the firm's wider compliance analysis on the same instrument.
A compliance team at a maritime & shipping firm scoping Conference of the Parties decisions on marine protected area designations would, on this AI response, build the internal compliance position around Article 5 or Article 8 of the BBNJ Agreement. The controlling provision is Article 22(2). A compliance memo or supervisor-facing assessment that cites the wrong article fails on first review by a regulator or treaty-body reviewer and undermines the firm's wider position on the same instrument.
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.