Days to see, hours to act
2026 after-action reviews, the PUCT Beryl investigation and FAA's own flight data show that damage assessment, not repair, sets the pace of restoration, and why drones alone do not fix it.
Research for utility, grid-operator and regulator leaders on why AI value stalls on the grid's hardest days, and how utilities make their forecasts, damage findings and decision rights usable by people and machines. Every figure is drawn from published sources, cited in full.
AI hazard forecasting leapt ahead in 2025 and 2026. Utilities are still deciding storm and wildfire response the old way: late, by hand, with rules that live in people's heads. The value of the forecast is lost in the gap between knowing and acting.
2026 after-action reviews, the PUCT Beryl investigation and FAA's own flight data show that damage assessment, not repair, sets the pace of restoration, and why drones alone do not fix it.
NERC, FERC, ENTSO-E and state commission records from 2026 show why the next step in grid automation is a decision-rights register, not a better model.
Utilities and grid operators building a decision layer for storm, wildfire and flood response can request a confidential briefing.
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