AI Grid Outage Prediction

Uses AI to predict likely outage locations and timing from weather, asset condition, and historical interruption data to improve preparedness and restoration.

The Problem

Analysis in progress...

The Shift

Before AI~85% Manual

Human Does

  • Review every case manually
  • Handle requests one by one
  • Make decisions on each item
  • Document and track progress

Automation

  • Basic routing only
With AI~75% Automated

Human Does

  • Review edge cases
  • Final approvals
  • Strategic oversight

AI Handles

  • Automate routine processing
  • Classify and route instantly
  • Analyze at scale
  • Operate 24/7

Solution Spectrum

Four implementation paths from quick automation wins to enterprise-grade platforms. Choose based on your timeline, budget, and team capacity.

1
Quick Win

Better Grid Snapshot

Masked pretraining fills missing measurement data

Deploy a limited-scope generative AI assist for state estimation that helps reconstruct a more complete current grid snapshot when measurements are missing or delayed. This targets the operational pain point that mismatches and gaps can occur due to communication issues or outdated models, and uses a generative approach (e.g., input masking pretraining) to infer plausible values where data is not available.

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Market Intelligence

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Reactive to Predictive pattern detected

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