Frontier · Deploy
Article 50 is in force. Your campaign imagery is in scope.
EU AI Act, content provenance and DPP-ready product data - as an architecture problem, not a policy document.
AI governance and provenance for fashion covers three obligations: EU AI Act transparency for AI-generated content and public-facing AI interfaces, cryptographic provenance on generated assets, and structured product data prepared for Digital Product Passport requirements under ESPR.
Article 50 transparency obligations and the GPAI penalty regime took effect on 2 August 2026. Most brands running AI campaign imagery in the EU do not know they are in scope.
Not advice. Working parts.
- 01AI system inventory and role classification, provider against deployer
- 02Article 50 disclosure implementation
- 03C2PA provenance on generated assets
- 04Model and prompt documentation
- 05DPP data spine ahead of the textile delegated act
- 06Incident reporting workflow across NIS2, GDPR and AI Act timeframes
Artifacts, not a deck.
AI system inventory with role classification
Disclosure and provenance applied at generation
Model and prompt documentation set
DPP-ready product data spine
What changes when the product changes.
This is one of three capabilities where product category genuinely alters the work. Standards last reviewed 2026-08-20.
The garment is simple and the WASH is not. A single style carries a recipe - stones, enzymes, laser, ozone, PP spray - that changes water draw, chemistry exposure and hand feel, and none of it lives in a normal BOM row. Two SKUs identical on paper can have entirely different footprints.
- ZDHC Manufacturing Restricted Substances List · voluntary
- French AGEC law 2020
- ESPR textile delegated act
Footwear breaks single-row product data outright. Upper, lining, outsole, midsole, insole, laces, eyelets and adhesive are separate materials from separate suppliers with separate compliance positions, and the pair is a size run rather than a unit. Systems built for a garment silently flatten all of it.
- EU Deforestation Regulation
- ESPR Article 25
Hide is a natural material graded by defect, so yield is a range rather than a number and cutting decisions change cost per unit. Hardware carries its own plating and substance profile. The unit is often serialised, which makes per-piece records possible in a way they are not for apparel.
- EU Deforestation Regulation
- Leather Working Group · voluntary
- ESPR Article 25
Every component is a safety question before it is a cost question - cords, drawstrings, small parts, trims, dye chemistry - and the answer changes by age band, so one style graded across ages is several compliance positions in one row.
- GB 31701
- US Consumer Product Safety Improvement Act
- EN 14682
The claim is the product. Wicking, stretch recovery, compression, odour control - each is a performance assertion that has to be testable, and each depends on a finish or a yarn construction that a fabric name alone does not capture.
- California AB 1817
- REACH universal PFAS restriction
- ESPR textile delegated act
The smallest bill of materials in fashion and the densest. Elastane content, bonded seams, moulded cups, hook-and-eye hardware, dye and finish chemistry - a dozen components inside a garment weighing under a hundred grams, and almost every one of them is a chemical question rather than a cost one.
- California AB 1817
- REACH universal PFAS restriction
- ZDHC Manufacturing Restricted Substances List · voluntary
Membranes, laminates and durable water repellents are multi-layer constructions where the regulated substance sits in one layer and the performance claim depends on it. Repairability is now part of the product spec rather than an afterthought, which pushes component-level records into the BOM.
- California AB 1817
- REACH universal PFAS restriction
- French AGEC law 2020
- ESPR Article 25
Which system has to change, for each rule.
A regulation names a duty, not an owner. Read as of 2026-08-20.
| Obligation | What it lands on | Confidence |
|---|---|---|
| EU AI Act — Article 50 transparency | Catches any business producing AI-generated content or running public-facing AI interfaces — campaign imagery and lookbooks included. | In force |
| EU AI Act — GPAI enforcement and penalties | Obligations applied from 2 August 2025; the enforcement powers and penalty regime switched on a year later. | In force |
| EU AI Act — Annex III high-risk obligations | Deferred under the Digital Omnibus agreement of 7 May 2026. Still requires formal adoption, so plan against the obligation rather than the date. | Provisional |
| EU AI Act — Annex I high-risk obligations | Same Digital Omnibus caveat: agreed, not yet formally adopted. | Provisional |
Nothing published for this one yet.
No published artifact for this capability yet. First engagements are in progress, and what they produce is published here on completion - with the client unnamed unless they ask to be named.
Consulting installs it. The platform runs it.
Governance output is documentation, provenance and structured product data inside your own stack, where an auditor can reach it. Hosting it on our platform would put your compliance evidence behind a login we control rather than one you do.
Deploy. Thirty days onto McLeuker AI, then retained.
Your operation loaded onto agents that already know the fashion domain.
Diagnose
Where agents change the economics, and where they do not.
Design
Which agents, which tools, which data, which guardrails.
Deploy
Shipped into the operation with your context loaded.
Operate
Retained partnership, monthly sessions, continuous updates.
What buyers ask first.
Are we a provider or a deployer under the AI Act?
Most fashion brands are deployers, but publishing a public-facing AI interface or materially modifying a model can change that. Role classification is the first step of the install because every other obligation follows from it.
Does Article 50 really cover campaign imagery?
Transparency obligations cover AI-generated content published to the public, which includes campaign and lookbook imagery. They have been in force since 2 August 2026.
Should we wait for the textile delegated act before doing DPP work?
The delegated act is expected in 2027 with a transition of at least eighteen months, so compliance realistically lands in 2028-29. The data spine is the slow part and is worth starting now; the schema binding can wait for the text.
Is this an ESG or a sustainability engagement?
No. It is a data architecture engagement. The reporting output is downstream of whether your product data is structured, provenanced and retrievable, and that is an engineering problem.
Rarely bought alone.
Deployment
Brand-Coded Creative
Campaign, lookbook, moodboard and try-on - in your look, not a generic one.
Deployment
Sourcing & Supply Chain
Mills, factories, certifications, MOQs, landed cost and tariff scenarios - researched, not remembered.
Foundation
Agent Orchestration
Single think-act-observe-ship loop, multi-model routing, parallel dispatch, self-verification.
Start with the diagnostic.
Four weeks, fixed fee, and a ranked map of what is worth automating in your operation - including what is not.