Retail chains & franchises
The shelf drifts from the plan every week. Someone has to notice.
Applied AI for multi-store retail: shelf checks from phone photos, store audit review, and the questions shoppers ask at 9 pm. One supermarket chain in Thailand runs three of these tools.
What's running today
A premium supermarket chain in Thailand. Staff photograph the shelves on a phone. Overnight, every product is matched against a 32,000-SKU catalogue and the store's sales, and each store gets a morning worklist ranked by what the gaps are costing.
Photo · 21:48 · staff phoneWhat we build here
Three of these run for a client today. Each one is labelled, so you know what's live, what's being built and what's open.
Plugs into the systems you already run
These are the systems teams in this industry usually run. Yours may differ; that's fine.
Your team keeps working where it works
The work arrives in the inbox, sheet or system they already check. No new logins, no training day. If you run something not listed here, we connect to that instead.
The work that falls through the cracks
A planogram is set at head office and starts drifting the day it reaches the store. Products get moved, facings get borrowed, a price tag goes missing. Nobody notices until the next store walk, if there is one.
The people who could fix it are busy running the store. So the gap stays there, quietly selling nothing, and head office finds out from the monthly numbers.
Where we'd start: shelf check: one category, 10–20 stores
Shelf check: one category, 10–20 stores
- Time to live
- 4–6 weeks
- Measured on
- Gaps found and fixed per store, per week
- Graded
- Monthly, on your real cases, failures listed
- Hand-off
- What it can't settle goes to a person
This isn't for you if…
We'd rather say so on the first call than after you've paid for anything.
- You run fewer than about ten stores. A person with a checklist is cheaper.
- You want a new POS or inventory system. We work alongside yours.
- You need it live in two weeks. Matching your catalogue takes longer than that.
- Nobody owns the planogram today. Fix that first; we'll still be here.
Tell us the job your team hates. We'll tell you if AI can do it.
A 30-minute call with the people who would build it. No technical knowledge needed: just describe the job, how often it happens, and how you check it's done right.