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
Human Does
- •Review every case manually
- •Handle requests one by one
- •Make decisions on each item
- •Document and track progress
Automation
- •Basic routing only
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.
Better Grid Snapshot
Masked pretraining fills missing measurement data
Trusted Control Assist
Scenario Resilience Lab
AI-Native Operations
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 This targets the operational pain point that mismatches and gaps can occur due to communication issues or outdated models, and uses a generative approach (e.g., input masking pretraining) to infer plausible values where data is not available.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