01
Frame the operating question
Start with the decision you cannot make clearly today — not with a model or camera specification.
A disciplined route from one operational question to a scalable vision deployment.
Start with the decision you cannot make clearly today — not with a model or camera specification.
Choose the scenes, edge cases and operating conditions that represent the real deployment.
Run at the edge, on-premise, in the cloud or as a hybrid, based on latency and privacy needs.
Validate the operating outcome, then extend the same core to more cameras, sites or use cases.
The pilot is designed around a business baseline, target signals and an expansion decision — with operating conditions agreed up front.
Existing cameras + video
Vision models structure the scene
VLM + AI Agent Harness
SOP action + traceable evidence