From camera feed to actionable insight
Vision AI is designed to layer onto the camera infrastructure already installed in your stores, with a flexible on-prem and cloud deployment model.
The Pipeline
A flexible, hybrid architecture
Core AI processing runs close to your cameras, while reporting and alerting live in a customer-hosted cloud dashboard.
Cameras
Existing store camera infrastructure — no proprietary hardware required.
Edge / On-prem AI processing
Video is processed locally by on-prem compute running the core AI models.
Cloud dashboard & alerts
Events and evidence clips sync to a customer-hosted cloud dashboard.
Actionable insights
Store and regional teams act on real-time alerts and reporting.
Implementation Process
Getting from a signed pilot to a live store
Every deployment follows the same five-stage process, tuned to your store layout, camera positions, and the use cases that matter most.
Video collection
We start with representative footage from your store environment — camera angles, lighting, and layout — to ground the models in real conditions.
Model training & calibration
Detection models are trained and calibrated against your specific use cases: the zones, thresholds, and events that matter to your stores.
Deployment & camera integration
Vision AI is deployed on-prem or hybrid and integrated with your existing camera infrastructure — no forklift replacement of hardware.
Testing & accuracy validation
Live performance is validated against agreed use cases before go-live, with accuracy targets and methodology defined per deployment.
Pilot monitoring & support
During the pilot, our team monitors performance alongside yours, tunes thresholds, and supports rollout to additional locations.
A note on accuracy targets
Detection accuracy depends heavily on camera placement, lighting, and the specific use case being deployed. Rather than quoting a single number here, accuracy targets and the methodology used to calculate them are defined per use case in a signed requirements document with each customer, and validated during the testing and pilot stages before go-live.
Ready to see it running on your stores?
Talk to our team about scoping a pilot for your locations.