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Vision FMCG DetectionCounting

Bundle / Overwrap Count Verification

Counts bottles or products inside each overwrapped bundle — short packs rejected immediately before dispatch.

Bundle / Overwrap Count Verification

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short bundles out

/ The Challenge

Bundles with missing bottles reached customers, causing complaints and credit claims.

/ What We Deployed

Cameras count product through the overwrap per bundle; any short bundle is rejected automatically.

/ The Results

Every bundle counted
Short-pack claims ended
No manual recount stations

Built With

Core Vision Engine

AI defect detection & segmentation — 10+ defect types in one frame, <50ms per inference.

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