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What Is McLeuker AI? Definition and Use Cases
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Guide8 min readSeptember 24, 2026

What Is McLeuker AI? Definition and Use Cases

McLeuker AI is the first agentic AI platform built for fashion. What McLeuker AI is, how it works, what it delivers and who uses it, with real use cases.

McLeuker AI

McLeuker Research

The agentic AI platform for fashion research and execution

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Contents

  1. 01What is McLeuker AI?
  2. 02What does "agentic" mean in McLeuker AI?
  3. 03How does McLeuker AI work?
  4. 04What is McLeuker AI used for?
  5. 05How do different types of company use McLeuker AI?
  6. 06What is McLeuker AI not?
  7. 07Who is behind McLeuker AI?
  8. 08Frequently asked questions

McLeuker AI is the first agentic AI platform built specifically for the fashion industry. It takes a written fashion brief, plans the work, researches and cites the evidence, and delivers a finished file: a trend report, a supplier matrix, a tech pack, a board-ready deck or a campaign. McLeuker AI was founded in 2024 in Paris and is used by fashion brands, designers, buyers, suppliers, agencies and students worldwide. This article defines McLeuker AI and walks through what people actually use it for.

What is McLeuker AI?

McLeuker AI is a fashion research and execution platform. It is three things at once.

  1. A fashion researcher. McLeuker AI reads live web and fashion sources across ten domains, from catwalks and textiles to beauty and sustainability, and attaches a source to every finding.
  2. A fashion producer. McLeuker AI turns research into the file the work needs: Excel, PDF, PowerPoint, Word, images, video or audio.
  3. An agent. McLeuker AI plans a sequence of steps, runs tools, checks its own work and hands back a finished deliverable, rather than answering one question and stopping.

The platform's own line sums it up: generic AI sees the web; McLeuker AI sees fashion.

What does "agentic" mean in McLeuker AI?

Agentic means McLeuker AI does the work rather than describing it. A chatbot tells you how to build a supplier shortlist. An agent builds it: it searches, filters by your certification and MOQ, checks each supplier and hands back the spreadsheet. The longer argument, and how agentic AI connects vision, research and execution, is in First Agentic AI in Fashion.

How does McLeuker AI work?

McLeuker AI works in four steps: brief, plan, research and deliver.

Fashion research to execution, in one run

  1. 01BriefThe outcome you need, in one sentence.
  2. 02PlanSteps and cost shown before it runs.
  3. 03ResearchLive fashion sources, every finding cited.
  4. 04ReasonSignals cross-checked, gaps flagged.
  5. 05DeliverThe finished, editable file.
  • PowerPoint
  • Excel
  • Word
  • PDF
  • Tech pack
  • Supplier shortlist
  • Campaign images
How McLeuker AI works: from a brief to a finished, cited file in one run.
  1. Brief. Describe the outcome in plain language, for example "a competitor price review of 12 contemporary womenswear brands for SS27".
  2. Plan. McLeuker AI breaks the brief into steps and shows the plan first, so the approach can be corrected before any work runs.
  3. Research. McLeuker AI searches, reads and cross-checks sources, and attaches a citation to each finding.
  4. Deliver. McLeuker AI structures the findings into the format the work needs.

You choose how far it goes on its own by picking a mode, from Instant for quick answers to Agent for a whole project. Every mode, solution and product is walked through in McLeuker AI Solutions and Products.

What is McLeuker AI used for?

McLeuker AI is used for the research and production work that sits between a fashion idea and a finished product, campaign or decision. Below are real use cases by team. Each one starts with a brief and ends with a file.

Design and creative direction

  • Season direction. Brief: "Forecast SS27 womenswear silhouettes, palette and materials across the four major fashion weeks." Output: a cited trend report with heatmaps and a moodboard section.
  • Concept to collection. Brief: "A 12-look resort capsule inspired by Riviera modernism." Output: editorial looks, a shade card, a campaign film, a line sheet and a lookbook from Fashion Collection.
  • Visual reference. Brief: "A moodboard for washed-out utility workwear." Output: a moodboard with colour story, materials and references.

Merchandising and buying

  • Price architecture. Brief: "Compare entry, core and hero price points for premium knitwear at eight competitors." Output: an Excel price matrix with sources.
  • Buy support. Brief: "Which of these five trend directions has the strongest retail evidence for our customer?" Output: a ranked brief with the evidence behind each rank.
  • Size curves. Brief: "Build a size curve for a new trouser block from our sales mix." Output: a size curve ready for the buy plan.

Sourcing and supply chain

  • Supplier shortlist. Brief: "Find 30 European denim mills with GOTS certification, MOQ under 800 metres and lead time under eight weeks." Output: an Excel supplier matrix with certification status and contact details.
  • Supply-chain mapping. Brief: "Map the Tier-2 and Tier-3 suppliers behind our cotton jersey." Output: a supplier map with the relationships and the sources that show them.
  • Supplier search. Use the Supplier Map to search suppliers and disclosed factories worldwide, filter and export.

Sustainability and compliance

  • Regulatory readiness. Brief: "What does ESPR require of our outerwear line, and where are our gaps?" Output: a regulatory gap analysis with primary sources.
  • Certification checks. Brief: "Verify the OEKO-TEX and GRS status of these twelve suppliers." Output: a verification table with the evidence for each status.
  • Brand exposure. Type a brand into Brand Omniscan to see its compliance exposure, ethical suppliers and an execution roadmap.

Product development and production

  • Tech packs. Brief: "A tech pack for a boxy cotton overshirt with two chest pockets." Output: a factory-ready tech pack with bill of materials, measurements and construction notes.
  • Quality plans. Brief: "An AQL inspection plan for a 3,000-unit knitwear order." Output: an inspection plan computed against the sampling tables.
  • Costing. Brief: "Landed cost for this jacket made in Portugal and sold in the US." Output: a landed costing with each duty and freight assumption shown.

Marketing, content and e-commerce

  • Campaign without a shoot. Upload a product photo to Product Campaign and get four ad-ready images.
  • On-model imagery. Put up to three garments on a model with Virtual Try-On and get front, back, side and detail views.
  • Content in other formats. Turn a brief into a short film with Video, a narration with Audio or a two-host episode with Podcast.

Brand strategy and leadership

  • Competitive audit. Brief: "Audit our positioning against six competitors and find the white space." Output: a brand audit deck and a positioning map.
  • Board pack. Brief: "A quarterly market review for the board." Output: an editable PowerPoint with native charts and sources kept.
  • Market entry. Brief, in Agent mode: "A market-entry pack for launching in Japan." Output: a ZIP of several documents with the process trail.

Research, education and media

  • Dissertation research. Brief: "Sources on the history of the trench coat, with museum and academic references." Output: a cited research document.
  • Show coverage. Brief: "A first read of the Paris shows for tomorrow's newsletter." Output: a structured brief with looks and references.
  • Hypothesis testing. Put a questionnaire to a synthetic panel of fashion-industry personas in Survey before fielding it to real respondents.

How do different types of company use McLeuker AI?

McLeuker AI has a playbook for each of twelve types of company. Each playbook is a starting point shaped around how that business works.

Company typeTypical first use case
Fashion brandsQuantify the season and build the range
Retailers and buyersEvidence behind the buy and competitor pricing
Luxury housesArchive research and resale price comparables
E-commerce and DTCProduct imagery without a shoot
Manufacturers and suppliersCosted quotes and AQL reporting
Marketplaces and resalePrice comparables and provenance dossiers
Agencies and studiosPitch research with sources attached
Independent designersLine sheets, costings and small-run factories
Groups and enterpriseOne comparable read across a portfolio
Fashion studentsCited dissertation research and a portfolio
Beauty and cosmeticsClaims each market allows and actives tracking
Media and publishingShow runbooks and archive references

What is McLeuker AI not?

Knowing what McLeuker AI is not makes it easier to use well.

  • Not a generic chatbot. It is built on fashion vocabulary, sources and formats, and it ends with a file.
  • Not a subscription to someone else's forecast. It answers your team's own question with evidence you can check.
  • Not only an image generator. Its creative studios sit next to research and production, so a campaign can start from evidence and end with a tech pack.
  • Not a replacement for judgement. It does the research and the first draft of the deliverable; the decision stays with the team.

Who is behind McLeuker AI?

McLeuker AI is a fashion technology company founded in 2024 in Paris, France, building agentic AI for the fashion industry and serving customers worldwide. It is designed to meet enterprise expectations: two-factor authentication, self-service data export and deletion, a GDPR data processing agreement, and customer content that is not used to train AI models. See the security page.

Frequently asked questions

What is McLeuker AI in one sentence?

McLeuker AI is the first agentic AI platform built for the fashion industry: it researches a fashion brief with cited evidence and delivers the finished file, such as a trend report, a supplier matrix, a tech pack or a campaign.

What is McLeuker AI used for?

McLeuker AI is used for trend forecasting, brand and market intelligence, supplier sourcing and certification checks, sustainability and regulatory analysis, tech packs and production documents, campaign imagery and board-ready reports.

Who uses McLeuker AI?

Designers, merchandisers, buyers, sourcing and sustainability teams, product developers, marketers, e-commerce teams, brand strategists, agencies, journalists and fashion students use McLeuker AI.

Is McLeuker AI a chatbot?

No. McLeuker AI is an agent. It plans the work, runs tools, cites its sources and delivers a finished file rather than a chat answer.

Where is McLeuker AI based?

McLeuker AI was founded in 2024 in Paris, France, and serves fashion companies worldwide.

What does McLeuker AI deliver?

McLeuker AI delivers Excel workbooks, PDF reports, editable PowerPoint decks, Word documents, tech packs, images, video, audio and multi-file ZIP packages.

Is McLeuker AI free?

McLeuker AI has a free plan and paid plans, and the credit cost of each generation is shown before it runs. See the pricing page.

Filed under

#ai-in-fashion#agentic-ai#inside-mcleuker#decision-frameworks

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