Question 1

Can this integrate with the PLCs and sensors already on our production line?

Accepted Answer

Yes — telemetry ingestion connects to standard industrial protocols on existing PLCs and sensors, so you get visibility without re-instrumenting the line.

Question 2

How much warning do we actually get before a machine fails?

Accepted Answer

Warning time depends on the failure mode and sensor coverage, but the models are trained to flag degrading trends — abnormal vibration, unusual temperature drift — days in advance rather than only after a hard failure has already happened.

Question 3

Does this cover safety and equipment compliance reporting, or just production data?

Accepted Answer

Both — safety incidents, certifications, and inspection checklists are tracked in the same system as production data, so compliance reporting doesn't require a separate audit trail.

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