Alarm Fatigue & Visual Noise
Friction
Dashboards showed all alerts with identical visual weight, overwhelming operators.
Design solution
Created an intelligent severity-weighted visual feed that groups correlated telemetry events.
Real-Time AI Operational Analytics Dashboard
Designed the flagship analytics workspace for Pureblue.ai, enabling operations leaders to monitor IoT and operational data streams and take automated corrective actions.
75%
Reduction in critical anomaly resolution time across plant operations
100%
Adoption across all pilot enterprise deployment facilities
The challenge
Why the previous experience was costing revenue.
Operations teams were experiencing critical alarm fatigue: hundreds of flashing notifications caused operators to miss the 2 or 3 critical system failures that actually required physical intervention.
Key decisions
3 fixes that changed the numbers.
Complex Querying Syntax
Friction
Filtering telemetry data required writing custom SQL queries that slowed frontline managers.
Design solution
Designed a conversational natural-language query bar paired with visual facet filters.
Delayed Root-Cause Analysis
Friction
Investigating an anomaly required switching between 6 disparate telemetry tools.
Design solution
Built unified modal drill-downs showing time-series charts, affected hardware IDs, and recommended fixes.
Results
What changed.
Real-time anomaly detection across 100,000+ data streams.
- 75% — Reduction in critical anomaly resolution time across plant operations
- 100% — Adoption across all pilot enterprise deployment facilities
The interface Durga delivered made our complex algorithms simple and actionable. Our customers couldn't stop praising the dashboard.
— Pureblue Founder, CEO · Pureblue.ai
