Turn photos of shelves, warehouses, and displays into precise SKU counts and product-mix data. Our models spot your catalog in the wild — no barcodes, no manual tagging.
Trusted for retail execution, warehouse operations, planogram compliance, and competitive intelligence
Whether your catalog is small and stable or vast and constantly refreshing, we have a training path that fits.
Already trained on major consumer brands across FMCG categories. Immediate coverage of the most common SKUs.
Send us a few reference shots per SKU. We detect them without full retraining — perfect for long-tail or private-label products.
We collect, label, and train on your exact catalog and store environments. Tuned to your packaging, angles, and lighting.
From a fully managed pipeline to raw model weights on your servers — you choose how deep we go.
We host the model. You get a REST API plus an optional dashboard to review detections, export data, and manage your SKU list.
Send us your field photos (or let us collect them). We run detection, aggregate SKU counts, and deliver structured reports.
Prefer to run it yourself? We hand over the trained weights, inference code, and a runbook. Deploy on your own GPUs or cloud.
Automate share-of-shelf, facings, out-of-stock, and price-tag checks from field photos.
Compare actual shelves to the planogram — flag deviations store by store.
Count pallets, cases, and units from ceiling or dock-door cameras without hand scans.
Track competitor SKUs, new launches, and shelf-space wins across markets.
Auto-tag product images, spot duplicates, and enrich listings at scale.
Prove promo compliance and secondary-placement execution with hard image evidence.
Free 30-min call to understand your SKUs, photo sources, and accuracy targets.
We collect or receive reference images per SKU, label as needed, and train.
You review detections on a hold-out set. We iterate until precision and recall meet the bar.
Ship as a hosted API, a full pipeline, or delivered weights — your call.
We regularly train models covering 10,000+ SKUs. Beyond that, we split the catalog into sub-models by category or brand — same API surface, no impact on you.
For custom models, a few dozen labelled examples per SKU are usually enough. If you don't have photos, we can source them from field trips, third-party libraries, or synthetic generation.
New packaging is a retraining trigger. Zero-shot models absorb it in hours; custom models need a small refresh cycle. We support both flows so seasonal or promo packaging never breaks your pipeline.
Yes. Products stacked, rotated, or partially hidden behind price tags are recognised as long as enough of the pack front is visible. Accuracy degrades gracefully with occlusion.
Prebuilt starts at a per-image API rate. Custom models are a fixed project fee plus optional hosting. Send us your catalog and photo volume — we come back with a tailored quote.
Describe your SKUs, photo sources, and volume — we come back with a plan and a quote. No obligation.