Predictive Maintenance

Predict Before It Fails

Our ML models analyze historical failure data, IoT sensor readings, weather patterns, and asset characteristics to predict equipment failures before they occur. Shift from time-based to condition-based maintenance.

  • Transformer failure prediction with 94% accuracy
  • Cable fault prediction and hotspot identification
  • Automated maintenance priority scoring
  • Parts inventory optimization
Failure Probability - Next 30 Days
Transformer T-452 (Main St) 87% Risk
Switchgear SG-128 (Industrial) 62% Risk
Recloser R-89 (Hillside) 34% Risk
Capacitor Bank CB-15 (Downtown) 12% Risk
⚠️ Recommended Action
Schedule immediate inspection for Transformer T-452. Historical patterns indicate impending failure.
Load Forecasting

AI-Powered Load Forecasting

Advanced forecasting models that consider weather, historical patterns, economic indicators, and special events to predict demand with exceptional accuracy. Optimize generation, purchasing, and grid operations.

  • Short-term (hourly) and long-term (yearly) forecasts
  • Weather-normalized demand prediction
  • Distributed energy resource forecasting
  • Peak demand and coincident peak alerts
00:00 06:00 12:00 18:00 24:00 50% 75% 100% Actual Forecast
98.2%
Forecast Accuracy
24hr
Ahead Prediction
15min
Granularity

AI/ML Features

Comprehensive machine learning capabilities for modern utilities.

Outage Prediction

Predict outages before they happen by analyzing weather, asset condition, and historical data.

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Anomaly Detection

Automatically detect unusual patterns in SCADA data, power quality, and equipment behavior.

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Demand Response

Optimize demand response events with customer segmentation and behavioral predictions.

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Fraud Detection

Identify energy theft and meter tampering using advanced pattern recognition algorithms.

Screenshots & Demo Clips

Product captures are on the way — these frames show exactly what will appear here.

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SCREENSHOT
1920×1080 · PNG · assets/screenshots/ai-analytics-01.png
Outage-risk map. Weather-driven failure-risk scoring across the service territory.
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SCREENSHOT
1920×1080 · PNG · assets/screenshots/ai-analytics-02.png
Load forecast dashboard. Short/medium/long-term forecasts vs. actuals with confidence bands.
VIDEO CLIP
30–60 s · MP4/WebM · assets/video/ai-analytics-demo.mp4
Predictive maintenance. How transformer health prediction turns into a maintenance plan.

Transform with AI

Join utilities using AI to reduce costs, improve reliability, and deliver better service. See what predictive analytics can do for you.