The nervous system
of your factory
Four stages that transform manufacturing operations
Sense
Production lines stream raw truth into the layer.
Reason
Planning agents ground decisions in factory data.
Act
Workflows push context to the exact station and system.
Assure
Governance and audit trails prove every step.
Every signal.
One language.
Vision, PLC, checklists, ERP, MES — normalized into a semantic twin so every system lines up.
Federated ingestion
Semantic twins
Edge + cloud
Extensible connectors
Federated ingestion
Stream PLCs, vision, MES, ERP, and spreadsheets into one feed without rebuilding your stack.
Semantic twins
Map parts, lines, stations, and revisions into traceable twins so every system speaks the same context.
Edge + cloud
Run instant checks on the line while heavy analytics, training, and history stay in the cloud.
Extensible connectors
Use ready-made integrations or lightweight APIs to onboard custom rigs in days, not months.
Human-aware models.
Factory tuned.
Live signals plus history drive accurate alerts with the receipts operators need.
Real-time vigilance
Fuse telemetry, vision, and operator notes so drifts raise their hand immediately.
Explainable by default
Alerts ship with counterfactuals, evidence, and traceability so teams see the 'why'.
Closed-loop learning
Inspections and corrective actions become labeled examples that sharpen models line by line.
Every recommendation
backed by source signals.
Explicit ownership, role-based access, and full audit trails keep regulated teams confident.
Security baked in
Domain tenancy, fine-grained roles, and encrypted storage keep access in check.
Model operations
Every model is versioned, validated on factory baselines, and watched for drift.
Human in the loop
Operators stay in control with evidence trails and one-click rollbacks.