A hundred grams, and a dozen chemical positions.
Intimates and swim carry the shortest component list in the wardrobe and the highest chemical density. Elastane content, bonded seams, moulded cups, hardware plating, dye and finish chemistry - each is a restricted-substance question before it is a cost one, and each is regulated differently by market.
Fit makes substitution expensive in a way other categories do not face. A like-for-like fabric swap changes the grade, so the pattern is re-tested rather than re-costed, and a sourcing decision made on price alone arrives back as a fit failure two months later.
General AI tools do not know that. They cannot read an RSL against a supplier declaration, they do not know which elastane suppliers a mill actually buys from, and they have no idea that a swim dye passing one market fails another. McLeuker installs agents that hold the chemistry, the fit consequence and the market rule in one place.
Practices tuned to chemistry and fit.
Agentic AI Strategy
A diagnostic that maps where agents fit across product development, chemical compliance, sourcing and merchandising - and ships the first workflow into production.
Sourcing & Supply Chain
Agents that shortlist warp-knit and elastane mills against a fabric brief, hold the trim houses that serve only this category, and carry the fit consequence of every substitution alongside its price.
AI Governance & Compliance
PFAS restriction tracking per market, RSL reconciliation against supplier declarations, and the disclosure pack assembled from evidence rather than from memory.
Product & Production Agents
Tech pack and grading support for garments where the pattern depends on the exact yarn, so a fabric change surfaces as a fit question at the point it is made.
Where agents plug into the intimates operation.
The failure mode in this category is a chemistry or fit problem discovered after the buy. The agentic workflow moves both questions earlier, to the point where they are still cheap.
Agents read supplier declarations against the applicable RSL and flag where a declaration is missing, expired, or covers a different article than the one being bought.
Example output
"Three of eleven dye declarations on the swim capsule predate the current ZDHC MRSL version - re-request issued."
Agents map water-repellent finishes and coatings across the line against restriction timetables per market, and assemble the substitution roadmap.
Example output
"Two swim finishes fall under the California restriction; the EU REACH position differs and is tracked separately."
Agents shortlist mills per fabric brief with elastane content, recovery and width held alongside MOQ and lead time - so a substitution carries its grading consequence.
Example output
"Four warp-knit mills matched on 18% elastane and recovery band; two would change the grade and are marked as re-test required."
Agents check PDP and packaging copy against what the test data actually supports, on a category where wash, care and chemical claims attract scrutiny.
Example output
"The \"free from\" line on six PDPs is not supported by the declarations on file - flagged before publication."
Agents hold plating and coating specifications for hooks, sliders and rings, where nickel release and coating chemistry are the compliance surface.
Example output
"Hardware on the core bra programme traced to two platers; one has no current declaration."
Sourcing & Supply Chain
Warp-knit and elastane mill discovery, with the fit consequence of a substitution carried beside its price.
AI Governance & Compliance
PFAS restriction tracking, RSL reconciliation and disclosure assembled from evidence on file.
Product & Production Agents
Tech pack and grading support for garments where the pattern depends on the exact yarn.
What we install for intimates & swimwear.
The pages above describe the category. These are the specific layers of the stack we build inside it - each one a separate engagement, most brands needing two or three.
Mills, factories, certifications, MOQs, landed cost and tariff scenarios - researched, not remembered.
See the capability →EU AI Act, content provenance and DPP-ready product data - as an architecture problem, not a policy document.
See the capability →Tech packs, grading, trims, QC and the T&A - in the factory's language.
See the capability →One company. Two front doors.
We are not advisers who read about agentic AI. We designed, built and operate McLeuker AI - a multi-agent platform for fashion, running in production. That is where the consulting comes from: every recommendation is something we have already had to make work.
McLeuker
LLM and agentic AI expertise for fashion. We diagnose where agents belong in your operation, design the workflow, and install it alongside your team.
mcleuker.com
McLeuker AI
The agentic AI platform we built and run for fashion brands. Your engagement ships onto it, loaded with your brand context.
mcleukerai.com
Ready to move the chemistry question earlier?
Book a consultation to walk through your line, your restricted-substance position, and where agents fit inside the intimates and swim operation.