AI / Machine Learning / cv-06
Retail Shelf Spatial Intelligence
Turns image and video streams into automated inspection, safety, and operational intelligence.
Commercial Scale
$22,800 USD
Risk Reduced
Governance Exposure
Executive Situation
Field auditors needed faster identification of out-of-stock facings, incorrect placement, and promotion compliance from shelf photos.
Modular Solutions Response
We trained product detectors and shelf geometry estimators, then matched observations to planogram rules. The dashboard groups violations by store, aisle, supplier, and corrective priority with image evidence for each exception.
Industry
Manufacturing
Category
Computer Vision & Spatial Intelligence
Specialty
Production
Evidence Basis
Model + MLOps
parameters
52M detector + geometry heads
latency
610ms shelf image
training
93 GPU hours
loss
L = CE(product) + GIoU(box)
Enterprise Security Gate
Network Access Restricted.
Detailed files, client-specific assumptions, and delivery channels remain controlled.