Intelligent Alert Triaging & False Positive Alarm Suppression
An automated automotive body stamping and robotic welding plant generating over 45,000 raw sensor alarms daily across 350 robotic welding cells.
Run on Yantra · Plant Operations & Safety
The challenge
Control room operators were overwhelmed by nuisance alarms and false positives triggered by transient electrical spikes and minor conveyor jitter.
High alarm volumes caused operators to acknowledge alarms reflexively without investigation, leading to missed critical warnings.
A catastrophic weld gun transformer burnout caused a 12 hour complete assembly line shutdown after warning alerts were buried in noise.
How Yantra solves it
Context Aware Alarm Filtering Engine
Yantra correlates raw sensor alarms with operational context, machine state, and historical fault signatures in real time.
Autonomous False Positive Suppression
Suppresses transient nuisance alarms and secondary cascade warnings resulting from known upstream conveyor pauses.
Root Cause Incident Clustering
Groups hundreds of related downstream sensor alerts into a single actionable incident ticket pinpointing the root transformer fault.
Dynamic Severity Scoring
Elevates true equipment degradation alerts to high priority status with audio visual indicators in the central control room.
Operator Resolution Playbooks
Displays step by step corrective guidance directly on operator mobile tablets based on standardized operating procedures.
The outcome
- reduction in total alarm noise and nuisance false positives
- 0%reduction in total alarm noise and nuisance false positives
- mean Time to Detect (MTTD) critical equipment failures reduced
- 0 minutesmean Time to Detect (MTTD) critical equipment failures reduced
88% reduction in total alarm noise and nuisance false positives across all welding lines.
Mean Time to Detect (MTTD) critical equipment failures reduced from 45 minutes to 30 seconds.
Zero catastrophic line outages caused by unaddressed or buried high severity equipment alerts.
Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.
Capabilities used
Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.
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