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Detecting empty shelves before sales are lost

Store teams discover out-of-stocks during audits after customers already left empty-handed.

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Problem

Planogram compliance and replenishment lag; backroom stock exists while shelves look empty.

Current workflow

Associates walk aisles with handheld lists and prioritize based on manager hunches.

Consequences

Lost sales and frustrated shoppers.

How AI might help

Camera or robot shelf scans can flag voids and mismatch to expected facings for prioritized restock.

Limits & risks

Occlusion by shoppers; labeling of products.

Worker surveillance concerns if cameras are dual-used.

Alternatives today

RFID and more frequent manual audits.

RFID costly to tag; audits are sampling.

Evidence

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Detecting empty shelves before sales are lost · AI Atlas