Stop checkout loss. Recognise every item.
One platform, every device.
Edgify runs loss prevention and product recognition on the self-checkouts, scales and scanners you already own, with one intelligence layer across your whole estate. Any OEM. No cloud round-trip.
Trusted by the world's leading grocers
You already know where the loss happens.
Catching it in the moment is the hard part.
You know the leaks by name
Non-scans, barcode switching, mislabelled produce, items left in the trolley, sweethearting at staffed lanes. They show up in the shrink report every week, after the loss has already left the store.
Why cloud AI hasn't fixed it
Sending store video to the cloud adds latency, bandwidth cost and privacy risk. By the time a cloud model answers, the shopper has bagged the item and paid.
Why point solutions haven't either
Scale, scanner, SCO and camera data sit in systems that don't talk to each other. Loss surfaces in next-day reports instead of triggering an intervention at the lane.
Loss Prevention,
built into every lane
Always-on, in-store AI that detects and intervenes on loss events as they happen, running on the checkout hardware you already own, so a pilot needs no new capital spend.
- Detects non-scans, barcode switching, mislabels and items left in carts in real time
- Flags suspicious assisted transactions and sweethearting at staffed lanes
- Intervenes autonomously or alerts staff, before the transaction completes
- Measures prevented loss with built-in ROI reporting
Recorded in store · loss prevention
Live capture: an item enters the bagging area without a corresponding scan. Edgify flags it and prompts the shopper to re-scan before the transaction can complete.
Edgify analyses every checkout interaction in real time
Item placed in bagging area without being scanned
Shopper is prompted on-screen to re-scan
Item re-scanned; event logged and measured
Product recognition · fresh produce
Recognised: unpackaged produce identified through a plastic bag on an existing self-service scale, no barcode, no manual lookup, no code sheet.
Product Recognition,
without the barcode
Instant, barcodeless identification of fresh produce and unpackaged items, on self-service scales, scanners, self-checkout and staffed lanes.
- Recognizes items automatically, even in plastic bags, eliminating manual lookup
- Cuts mislabeling and false selections, protecting margin on fresh categories
- Accelerates checkout throughput and store productivity
- Runs on your existing scales and scanner hardware
Waste Management
Identify and record discarded items in back-of-house operations for accurate waste tracking and replenishment decisions.
Inventory Accuracy
Improve weighing and packing accuracy across e-commerce fulfilment, prepackaged foods and back-of-house.
Operational Verification
Real-time validation across checkout, food service and fulfilment workflows. One intelligence layer, many use cases.
Two minutes inside a store running Edgify
Non-scans and barcode switches caught at the lane, produce identified without a code, and the reporting the finance team actually reads.
Edgify product overview · 2:00 · sound on
Every application runs on the same engine:
the Edgify MLOps platform
Edgify connects, orchestrates, learns from and runs inference across every device in your estate, regardless of manufacturer. From device orchestration to an MCP server layer for AI agents.
Certified on hardware and software from
The Self-Learning Flywheel
Every retail interaction becomes a labeled learning event. Models improve in production: no manual annotation, no raw data leaving the store.
Deploy on existing scales, scanners or SCO with an initial production model
Customer and staff confirmations automatically generate training data
Devices improve models in-store using on-device compute
Model learnings spread across the estate; sensitive data stays local
Improved models are monitored and pushed back to the whole fleet
The data AI agents need doesn't exist in the cloud
Agents can already read your ERP, your tickets and your dashboards. What they cannot see is the store floor: what was actually picked up, weighed, scanned, mislabelled or put back. Edgify exposes that live operational reality through an MCP server layer, so any agent can query the estate in real time.
- MCP server surfaces device state, recognition events and intervention history as structured tools
- Agents query the estate without direct access to raw imagery or shopper data
- Same permissioning and residency guarantees as the rest of the platform
- Works with retailer-built agents, vendor agents and third-party assistants
The whole estate,in real time
Built for estates at scale
Ship a new model to every device in the estate without touching one of them. Onboarding, validation and rollback run over the air, store by store, on the hardware already on the floor.
- Email and web support
- Zero-touch device onboarding
- Fleet monitoring and analytics
- Architecture and rollout review
The AI your store needs can't live in the cloud
Runs on What You Own
Works on 80%+ of existing hardware across 40+ OEMs. No rip-and-replace, no server rooms.
Privacy by Design
Data is processed and stays on the device. Secure, compliant, enterprise-ready.
Real-Time by Default
Decisions happen at the point of action: no latency, no bandwidth cost, no cloud dependency.
Ready for AI Agents
AI agents need live, real-world operational data. Edgify's MCP layer delivers it, straight from the store floor.
Retail is the proof, not the ceiling
The same platform that recognizes produce and prevents loss at checkout extends across the store, the warehouse, and beyond retail entirely. Status below reflects what is in production today, not aspiration.
What our customers say
"Edgify can identify any barcodeless item, even inside plastic bags, it's quite incredible. It makes checkout so much faster and we've noticed a big reduction in shrinkage."
Shay VardiCIO & CTO at Shufersal"Customers can effortlessly scan their items as they shop. The AI scale ensures accurate product recognition and pricing, improving efficiency and reducing errors."
Steinar KristjánssonCIO / Retail IT Manager, Bonus Iceland"We saw immediate benefits when we integrated Edgify to our self-service scales. It streamlined the whole check out process and the accuracy is really impressive."
Richard F. WebberDirector of Information Technology at Indiana Grocery Group LCFrequently asked questions
What does Edgify do?
Edgify is an on-device AI platform for retail. It runs product recognition, loss prevention and real-time store intelligence directly on the checkout hardware a retailer already owns, including self-checkouts, scales, scanners, POS and cameras, with no cloud round-trip.
How is Edgify different from cloud-based retail AI?
Cloud systems send store data out for processing, which adds latency, bandwidth cost and privacy risk. Edgify runs and trains its models on the device itself, so decisions happen in real time, sensitive data stays in the store, and the platform works across 40+ hardware manufacturers.
Does Edgify require new hardware?
No. Edgify is designed to run on the equipment already installed in stores: self-checkouts, self-service scales, barcode scanners, POS lanes and existing IP cameras. Most deployments require no new terminals.
What is barcodeless product recognition?
It is computer vision that identifies fresh produce and unpackaged items without a barcode, even inside plastic bags, at self-service scales, scanners and checkout lanes. It removes manual lookup, cuts mislabelling and speeds up checkout.
How does Edgify prevent checkout loss?
Edgify detects loss events as they happen, including non-scans, barcode switching, mislabelled produce and items left in carts, and either prompts the shopper on screen or alerts staff before the transaction completes.
How do I start with Edgify?
Most engagements start with a 12-week pilot on existing hardware in a defined set of stores, with a measurement framework agreed before anything is switched on. Email sales@edgify.ai to arrange a scoping call.
See your store through Edgify's eyes
A 12-week pilot on the hardware you already own. Measurable ROI, from day one.