Racklight – An AI app that counts a shelf from a 30-second video

Concept project, not client work. Racklight is an AI cycle-count tool I designed to show how I turn a technical B2B workflow into a product people can use on the warehouse floor.

A picker walks the aisle with a phone. The scan screen outlines every box as it's counted, flags missing slots live, and ends on a count report: SKU by SKU, what the WMS expects against what the camera saw, with approve and recount one tap away.

Back at the desk, the scan view shows detections across the whole video, so a supervisor can jump to the exact second a count changed. Variances come with the frame that proves them and a one-tap reason (short-picked, misplaced, damaged). Approved counts post to the WMS, with a sync log ops can trust.

The domain comes from my enterprise work on retail stock-scanning and warehouse picking apps.