Performance demands proof.
Activewear consumers are the most claim-literate segment in fashion. They read fabric specs, they understand recycled content percentages, they ask about microfibre shedding, and they expect PFAS-free as a baseline — not a feature.
Most activewear teams are already running flat-out across product development, supply, performance marketing, and DTC merchandising. Generic AI tools have no idea what "bluesign", "GRS", "OEKO-TEX STANDARD 100", or "PFC-free DWR" mean — and so they cannot be trusted on the claim wall, the PDP, or the regulatory dossier.
McLeuker installs the agentic AI layer alongside your activewear team — multi-agent workflows that read your BOM, your lab reports, your testing protocols, and the regulatory baseline, and that ship verifiable claims, refreshable supplier shortlists, and channel plans that survive scrutiny.
Five practices, tuned to performance.
Agentic AI Strategy
Six-to-ten-week engagement that diagnoses where agentic AI fits in your activewear operation — product, sourcing, claims, marketing, customer ops — and ships the first agentic workflow into production.
AI for Fashion
Multi-agent workflows for technical product development, performance fabric sourcing, claim generation, and DTC merchandising — tuned to the cadence of seasonal performance launches.
AI for Sustainability
Recycled-content verification, PFAS phase-out tracking, microfibre disclosure, and DPP infrastructure — installed as the operating discipline that turns sustainability into testable proof, not a marketing line.
AI for Market Entry
EU and APAC market-entry playbooks for performance categories — refreshable on demand, grounded in your test data, and stress-tested against CSRD, ESPR, and PFAS regulation per geography.
AI for Brand Strategy
Performance brand DNA, athlete-and-coach personas, and channel localisation — installed as a living workspace that ships campaigns aligned to your claim baseline.
Where agents plug into the activewear operation.
Performance apparel is unforgiving — claims that don't survive a lab test or a regulator's audit cost margin and reputation. The agentic workflow keeps every claim, supplier, and channel grounded in evidence your team can defend.
Agents reconcile lab reports, fabric specs, and BOM data into a claim matrix per SKU — moisture-wicking, four-way stretch, recycled %, PFAS-free — with the underlying evidence linked.
"The Cloud Tee claims 87% recycled poly and PFC-free DWR — both evidenced by GRS scope cert and bluesign report on file."
Agents shortlist GRS, bluesign, and OEKO-TEX certified mills per fabric brief — recycled poly, nylon 6.6, biodegradable elastane — with MOQ, lead time, and price band.
"Six mills shortlisted for the recycled-poly heavyweight; three carry bluesign + GRS, MOQ 800 m, 9-week lead time."
Agents track PFAS phase-out per market (EU REACH, California AB 1817, NY S6291, NL), map your DWR and membrane suppliers, and assemble the substitution roadmap.
"Two finishes in your AW line still use C6 PFAS — flagged ahead of EU restriction in Q3."
Agents assemble the ESPR-aligned Digital Product Passport per SKU, including microfibre shedding estimates from fabric type and weave.
"Each performance SKU ships with a DPP that includes recycled content, country of origin, repair path, and a microfibre band estimate."
Agents write PDP copy, ad creative, and athlete brief content that maps directly to your claim baseline — no rogue marketing claims, ever.
"50 PDPs and 8 ad variants drafted in a single agent run, each line traceable to a lab report or cert."
Agents model demand by SKU and tier, suggest restock cadences for top performance heroes, and reconcile against supplier lead times.
"The 7/8 Legging — Black, M and L — projected stockout in 14 days; recommended PO of 2,400 units placed 5 weeks ahead."
AI for Fashion
Agentic AI across performance product development, technical sourcing, claim generation, and DTC merchandising.
AI for Sustainability
Recycled-content verification, PFAS phase-out, microfibre disclosure, and DPP infrastructure for performance apparel.
AI for Sourcing
Performance-fabric supplier discovery — GRS, bluesign, OEKO-TEX certified mills with verified MOQs and lead times.
AI for Market Entry
EU and APAC entry playbooks for activewear, grounded in your claim baseline and stress-tested against PFAS regulation.
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 running in production for fashion brands. 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 put proof behind every claim?
Book a consultation to walk through your performance line, your claim baseline, and where agentic AI fits inside your activewear operation.