Heritage demands precision.
Heritage maisons run extraordinary operations — atelier, supply, clienteling, brand — at scale, across markets, and against an ever-tightening regulatory load. Each function has more decisions to make than a season has weeks.
McLeuker brings agentic AI into the operating model of the house — multi-agent workflows tuned to atelier vocabulary, clienteling rhythm, sustainable craft, and the EU + APAC regulatory baseline.
We ship onto McLeuker AI, our proprietary platform, or build an LLM-native stack inside your own infrastructure — same partner team, same architectural blueprint.
Four pillars for maison-level operations.
Agentic AI, fashion-native
Agents tuned to atelier vocabulary, craft archives, and house codes — never a generic chatbot dropped onto your CRM.
Brand Integrity at the Core
Every agent reads from your DNA, your tone, your archive. We translate the maison into operations — we never dilute it.
EU + APAC Operating Depth
Multi-model orchestration we built ourselves — the right model selected per task and per market, with provider failover, so an answer always comes back.
Build-Partner Capability
Ship onto McLeuker AI, or hire us to build your own LLM-native stack inside your house — same blueprint, full IP transfer.
Cultural localisation, powered by agentic AI.
Chinese, Japanese, and GCC luxury consumers expect a brand that speaks their platforms (Rednote, Douyin, Tmall, WeChat, LINE) in the right register — culturally specific, archive-grounded, and operationally fast.
We wire the Localisation Agent into your operating rhythm. Brand DNA, naming variants, narrative beats, and channel choreography per market — all generated by agents that read your archive and your house codes, reviewed by your team in working sessions.
Agentic AI Strategy
A consulting engagement that brings agentic AI into your maison's operating model — without diluting the codes that define it.
AI for Fashion
Agentic AI across product development, atelier sourcing, merchandising, and clienteling — tuned to the cadence of a maison.
AI for Sustainability
CSRD readiness, atelier-level traceability, defensible claims, and DPP infrastructure — installed as the operating discipline that honours savoir-faire.
AI for Market Entry
EU and APAC market-entry playbooks — refreshable, regulatory-clear, built around heritage codes and concession-grade distribution.
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 expand your maison?
Book a consultation to discuss how agentic AI fits inside your maison — sustainability, market entry, brand strategy, or operations.