Cameras that count, inspect, and flag: defect detection, safety zones, inventory checks - built for the light, dust, and angles of real facilities, not benchmark datasets.
- Use-case scoping with honest feasibility testing on your footage first
- Edge deployment where latency or bandwidth demands it
- Alert design that operators trust (low false-positive budgets)
- Model monitoring and drift management in production