ExpertiseUpdated on 27 April 2026
Expertise: AI for regulatory compliance — IMO/EU maritime, RAG pipelines, document intelligence, ISM/SMS analysis
Founder — MARIZE (Maritime Regulatory AI Pipeline) at Plurize
Barcelona, Spain
About
Areas of expertise
Regulatory AI engineering
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Designing LLM pipelines that ingest international standards (IMO conventions, ICAO SARPs) and predict downstream EU regulatory response.
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- RAG architectures combining FAISS dense retrieval with BM25 lexical search over multi-jurisdiction legal corpora.
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- Structured extraction from legislative text using Pydantic schemas, multi-step validation and confidence scoring.
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- Multi-model orchestration (Sonnet for classification/mapping, Opus for reasoning/recommendation) on Amazon Bedrock.
Maritime regulatory domain
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IMO conventions: SOLAS (all chapters incl. II-1, II-2, V, IX/ISM, XI-2 ISPS, XIV Polar), MARPOL Annexes I–VI, STCW, MLC 2006, BWM, COLREG, Hong Kong, AFS, Load Lines.
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- EU instruments: Directives 2002/59, 2005/35, 2009/13, 2009/16 (PSC), 2009/21 (Flag State), 2009/45, 2014/90, 2016/802, 2019/883, 2022/993; Regulations 336/2006 (ISM), 391/2009 (RO), 725/2004 (ISPS), 2015/757 (MRV), 2023/1805 (FuelEU Maritime), 2023/959 (EU ETS).
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- ISM Code: full mastery of all 13 functional elements, DOC vs SMC certification, internal audit and corrective action workflows.
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- Safety Management System (SMS) drafting, Safety Management Manual (SMM) parsing, drill and procedure mapping.
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- Port State Control inspection regimes, classification society interfaces, flag state compliance.
National transposition analysis
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Spanish maritime law (Real Decretos and Leyes transposing EU Directives, BOE).
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- Portuguese maritime law (Decretos-Lei via Diário da República).
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- Irish maritime law (Statutory Instruments via Irish Statute Book).
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- Concordance table construction at article level between EU Directives and national acts.
Document intelligence
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600+ regex pattern libraries for parsing Safety Management Manuals.
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- Semantic diff and amendment-format handling (EU
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- Coverage analysis: comparing predicted recommendations against published EU legislative proposals.
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- Forward (IMO→EU) and reverse (EU proposal→pipeline) validation reports.
What I can offer
Consulting, prototyping and joint development for organisations that need to predict regulatory change, automate compliance gap detection or build domain-specific AI pipelines on top of legal and technical corpora — in maritime, aviation or any other regulated industry with an international→regional rule-making lifecycle.
Similar opportunities
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Andy Vane
Founder — MARIZE (Maritime Regulatory AI Pipeline) at Plurize
Barcelona, Spain
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Andy Vane
Founder — MARIZE (Maritime Regulatory AI Pipeline) at Plurize
Barcelona, Spain
Service
AI in regulatory for Industrial Standards and Operational Obligations
Andy Vane
Founder — MARIZE (Maritime Regulatory AI Pipeline) at Plurize
Barcelona, Spain