Who this is for
- Manufacturing and warehouse teams
- Distributed field operations
- Products requiring private or low-latency inference
Workflows
- Defect and anomaly detection
- Asset and inventory visibility
- Safety-event review
- Offline or constrained inference
What we need
- Camera and sensor inventory
- Representative operating conditions
- Target thresholds
- Hardware, network and retention constraints
What you receive
Hardware-sizing baseline
Optimized inference pipeline
Operational review queue
Monitoring and retraining plan
Acceptance and handover
Measure throughput, tail latency, thermal behavior and recovery on the target device under sustained load. Define storage limits, update rollback and operator escalation. The system must not be treated as the sole safety control for people or equipment.
Integration and deployment
Specify sensor interfaces, local event queues and the operator system. Equipment-control integration requires a separately assessed safety boundary.
Measure sustained load, thermals and storage limits on the target device. Define network-outage behaviour, controlled updates and rollback.
Security and human review
Review suspect parts and missed events against labelled samples. Vision output must not become the sole safety control for workers or equipment.
Boundaries
No single model should be a sole safety control
Performance varies with lighting, viewpoints and new SKUs
Hardware selection follows measured workload