On-shelf availability
Business question
Which selected shelf needs attention now?
Useful signals
Shelf state, selected RFID reads and a staff notification.
Retail · Availability + loss signals
Keep shelves available. Catch unusual movement.
Give staff a clearer view of stock gaps and selected item events before they become missed sales or unexplained loss.
Discuss your retail projectLive shelf check2 exceptions
Low stockAisle 04 · review
Retail cases
Protect availability and margin.
Show staff where a stock or movement exception needs attention.
High-risk item movement
Business question
Did a selected item move in an unusual way?
Useful signals
Item identity, door or motion events and visual context in an agreed zone.
Returns and handoff checks
Business question
Does the item match the return or handoff record?
Useful signals
RFID reads, station context and V&I software rules.
A realistic boundary
A clear first project.
Good starting point
- A specific shelf, category, station or controlled zone
- A recurring problem the operating team can describe
- Access to the site and enough representative events to test
- A clear person responsible for reviewing results
Not our proposed first step
- A complete autonomous-store replacement
- Whole-chain rollout before local validation
- Automatic accusations or enforcement decisions
- Biometric identification without a separate legal and technical basis
Start with one process
Where does your retail team lose time or visibility?
Describe the zone and the problem. We will assess which signals are useful.
Describe the retail problem