Vision inspection at the line
Cameras and edge models scoring every part continuously, routing findings into work orders with the evidence attached.
MANUFACTURING
AI for manufacturing
Inspection on a schedule finds problems late. Quoting waits on the one person who knows the pricing. Both are patterns, and patterns are what agents carry well.
What makes this hard
- 01Defects travel downstream because checks are periodic and manual.
- 02Two inspectors grade the same part differently.
- 03Quotes sit in a queue because the estimator is on the floor.
Where agents earn their seat
Quote and RFQ triage
Incoming requests scored for fit and margin, with a drafted response waiting when your estimator opens the queue.
Predictive maintenance
Telemetry watched for the signatures that precede failure, so the intervention is scheduled rather than reactive.
The constraint we design around
The floor cannot stop. Inference runs at the edge so a dropped link does not halt a line, rollouts are staged with rollback, and operators keep a manual override that is faster than the system.
