AI on the floor.
Quality inspection, predictive maintenance, line operations, and documentation — designed for environments where the system has to keep working when the network goes down.
Six practical patterns for manufacturing.
- 01
Quality inspection assistants
Visual and document-based inspection augmentation for incoming, in-process, and outgoing quality.
- 02
Predictive maintenance
Anomaly detection on equipment telemetry with operator-grade alerting and root-cause workflows.
- 03
Line ops and shift handoff
Shift summarization, exception reporting, and hand-off documentation that survives the operator turning off.
- 04
Standard work and SOPs
Search and refresh of standard work documents, training materials, and corrective-action records.
- 05
Supply chain and procurement
Supplier document review, change-order analysis, and obsolescence tracking.
- 06
EHS and compliance
Incident write-up assistance, near-miss synthesis, and regulatory submission drafting.
What we know about your world.
Plants where IT and OT networks are intentionally separated and where the system has to work when neither cloud nor mobile data are available. The architectures we ship reflect that.
ISO 9001, IATF 16949, and industry-specific quality systems that constrain what counts as a valid record.
Regulated environments such as medical device manufacturing (21 CFR Part 820, EU MDR) and food/pharma (cGMP) where every system change is a documented change.