Human-in-the-loop review — your verdicts teach the models and steer the next retrain.
Recent AI predictions awaiting a human verdict.
Vibration telemetry shows an accelerating fault signature. 85% probability of failure within 4 days.
5 portable X-Ray units in North Wing sit at <10% utilization while South Wing runs over capacity.
Asset not scanned in 52 hours and last seen leaving Ward 2B outside its geofence. Battery near depletion.
Refurbishing the drive assembly costs 12% of replacement and adds ~18 months of service life.
Running at 96% utilization for 30 consecutive days — accelerating spindle-bearing wear.
Book value near zero, warranty expired, health score 30. Recommend replacement planning this quarter.
Agree, disagree, and assign the correct label — capturing ground truth the sensors cannot.
›Verdicts land in a versioned label set, tied back to the exact prediction and features.
›The next scheduled run learns from confirmed and corrected cases, then validates in shadow.
›If the candidate beats production on held-out data, it is promoted — and the loop repeats.
Every verdict is auditable and reversible. Human feedback is weighted alongside telemetry so the models stay aligned with how your teams actually operate — closing the loop between AI and the people it serves.