Deployment · Deploy
See the shelf as it actually is.
Assortment gaps, price architecture, competitive audits and sell-through - from live retail, not last quarter's export.
Merchandising agents use live browser automation to audit competitor assortment, pricing and stock position in real time, then compare it against a brand's own range and sell-through to surface gaps and price architecture issues.
The competitive audit is a quarterly deck built from screenshots. By the time it is presented the prices have moved twice and the assortment it describes is on markdown.
Not advice. Working parts.
- 01Live competitor assortment and price capture
- 02Stock position and replenishment signal
- 03Range comparison against your own assortment
- 04Price architecture analysis by tier
- 05Sell-through integration from your systems
- 06Scheduled audits with change detection
Artifacts, not a deck.
Live competitive assortment and price picture
Assortment gap analysis against your range
Price architecture review by tier
Scheduled audits with change alerts
Retail audit
Consulting installs it. The platform runs it.
This capability has a counterpart on McLeuker AI, the agentic platform the same team built and operates. The engagement is how it arrives inside your operation, loaded with your brand context; the platform is where it runs afterwards.
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.
How is this different from a price-scraping tool?
A scraper returns prices. These agents return the read: where your range has a gap, where the price architecture breaks against the set you actually compete with, and what changed since the last audit.
Is live browser automation allowed?
It reads public retail pages the way a person does. Rate and scope are configured per site during the install, and anything requiring authentication or breaching terms is out of scope by default.
Does it use our sell-through data?
Yes, through the context layer. Competitive assortment without your own sell-through beside it is only half the picture, and the half that is easier to buy elsewhere.
How often do audits run?
As often as the category moves. Fast-turn categories are usually weekly with change detection in between; a formalwear range does not need that cadence and paying for it would be waste.
Rarely bought alone.
Deployment
Research & Intelligence
Trend, competitor, market and consumer research as a loop your team runs - not a report someone delivers.
Frontier
Agentic Commerce & Discovery
UCP, ACP, AP2 and MCP - catalogue readiness for the surfaces where discovery now happens.
Deployment
Product & Production Agents
Tech packs, grading, trims, QC and the T&A - in the factory's language.
Start with the diagnostic.
Four weeks, fixed fee, and a ranked map of what is worth automating in your operation - including what is not.