Labels are unreliable
Recognise items when barcodes, labels or RFID tags are missing or unavailable.
Platform · Product Recognition
AI Product Recognition for Products, Parts and Assets
Match visible items against your catalogue and return product identity, SKU or asset data for verification, inventory and operational workflows.
- No barcode required
- High accuracy
- Real-time
- Developer-ready API
Powered by Visual Verification Agent, Object Counter and Label Validator
Product Recognition
No barcode. No PLU code. Still rings up correctly.
A cafeteria checkout camera sees the tray. Recognition matches the prepared item against the catalogue and returns the identity, SKU and price — no code to look up and nothing for the customer to type.
Checkout camera
Cafeteria · Self-serve lane 2
Returned to the POS
Catalogue match
Tofu & edamame bowl$12.50
Match confidence0%
Components identified
Priced and added to the basket — no operator input.
Product data often breaks where visual work begins.
Barcodes can be missing, labels can be damaged and visually similar products can be difficult to verify consistently.
Items look similar
Differentiate products, parts and assets that are difficult to verify manually.
Manual checks do not scale
Turn visual recognition into structured outputs that systems and teams can use.
Recognise physical items across real operations.
Use the same recognition workflow across retail, industrial, logistics and asset-management environments.
Retail products
Fresh produce, bakery, packaged goods, returns and checkout items.
Industrial parts
Components, fittings, pipe spools, assemblies and similar items.
Deliveries and inventory
Pallets, containers, shipments, crates and operational stock.
Labels and packaging
Shipping labels, batch codes, serial numbers and product packaging.
Assets and equipment
Tools, machinery, PPE, operational assets and site equipment.
Product condition
Verify presentation, completeness, condition and visible defects.
From image to identified product and structured output.
Capture an image, match the visible item against your catalogue and return the corresponding product or asset record.
Capture
Upload an image or use a mobile device, document scan or connected camera.
Recognise
Match the visible item against your configured product or asset catalogue.
Return
Send the recognised identity, SKU or asset record into your existing workflow.
Ready to turn images into operational data?
Build visual verification workflows and deploy them through mobile, web, cameras or your existing systems. Deployed in thousands of locations worldwide and ready to scale with your operations.