Computer Vision Exit Verification for a Regional Warehouse Club
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Problem
Manual receipt checks at exits
A 14-warehouse regional membership retailer relied on staff manually matching receipts to loaded flatbed carts at every exit. Weekend queues stretched past three minutes, checks were necessarily cursory, and exit shrinkage kept climbing. Member complaints about the door experience were among the most common feedback themes across the chain.
Solution
Camera-verified exit lanes
We built a computer vision exit-verification system: ceiling-mounted cameras at each exit archway detect and classify items on passing carts, and a matching service cross-references them against the member's digital receipt in real time. Verified carts get a green light and walk straight through, while mismatches are flagged to a staffed lane for a quick targeted check.
Measurable Impact
What changed after launch
92% of carts verified automatically with no staff intervention required
Average exit wait at peak weekend hours cut from over 3 minutes to under 40 seconds
Exit-related shrinkage down 18% across all 14 warehouses within 6 months
Member complaints about door checks fell by 55% in the first quarter after rollout
Tech & Tools Used
What powered the build
Ready to Build your Retail & Wholesale Business with Image Recognition & Classification
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