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AI Diagnostics & Analytics

Find Exactly Where You're Losing Money

Tracewatt's neural network processes millions of data points to classify losses, predict failures, and prioritize O&M actions.

AI LOSS CLASSIFICATION ENGINE

Our machine learning engine automatically attributes yield losses across Grid, Inverter, Soiling, Shading, Curtailment, and Availability categories. Stop guessing why your PR dropped — the AI tells you exactly where every kilowatt-hour went.

STRING-LEVEL HEATMAPS

Visualize the performance fingerprint of every string in your plant. Instantly spot underperformers, degraded modules, and partial shading patterns through intuitive color-coded heatmaps.

PR & CUF TREND ANALYTICS

Track Performance Ratio and Capacity Utilization Factor trends over days, weeks, and months. Compare actuals against contractual guarantees and PPA benchmarks with one-click variance reports.

ROOT CAUSE PRIORITIZATION

Don't just know what failed — know what to fix first. The AI engine severity-weights every anomaly by revenue impact and urgency, giving your O&M teams a clear, prioritized action list every morning.

AUTOMATED MIS REPORTS

Generate investor-ready MIS reports, monthly performance summaries, and board presentations with one click. All data is pre-validated and formatted to institutional standards.

PREDICTIVE YIELD FORECAST

Leverage historical irradiance data, weather forecasts, and degradation curves to predict tomorrow's generation with high accuracy. Plan grid schedules and manage DSM penalties proactively.

Frequently Asked Questions

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