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// Case Study · Electric Grid

The grid, in depth.
Our deepest deployment, not our identity.

Two years and 22 circuits of real EPRI imagery — the recipe under sustained production use, not just on a benchmark. The platform is domain-agnostic. Everything on this page is the grid.

01 · What is deployed

D+
US Grid Infrastructure Grade
ASCE report · America’s power distribution networks
$1.3T
Capital gap before structural failure
Capex required to prevent compounding collapse
$200K+
Per NERC FAC-003 violation
Triggered by defects drone footage already captured
81%
mAP@0.50 on held-out circuits
9 asset classes, and a novel asset the detector had never been trained on onboarded from 40 images alone
Power Distribution
Poles, crossarms, transformers, insulators, fuses, conductors + 3 more · 9 classes · 81% mAP@0.50, held-out
Production
Transmission Infrastructure
Towers, conductor bundles, high-voltage insulator assemblies
Validated
Substations
Switchgear, transformers, bus structures · same architecture, same timeline
Deploy-Ready
Wildfire-Risk Circuits
Conductor and hardware condition across high-risk corridors
Active Use Case

02 · Post-PSPS restoration

Restoration is gated by a manual, daylight-only patrol of every de-energised circuit mile.

17,000mi
Patrolled in a single PSPS event
PG&E · 65 helicopters · 1,800 ground personnel
$7.87M
SCE Fine, January 2025
Restoration notification failures
May 2026
FERC Wildfire AI Report
Federal regulator formally endorses predictive AI for wildfire risk
// 01
Shutoff Declared
Circuit de-energised ahead of wildfire-risk conditions.
// VisorVolt
Aerial Pass
Drone imagery processed, damage flagged in minutes, not days.
// 03
Restoration Authorised
Damaged sections isolated and repaired with confidence.
// 04
Power Restored
Faster restoration. Reduced regulatory exposure.
// Get Started

Your assets,
not ours.

The grid is where we went deepest. The same 40-image recipe has been measured on 39 public datasets across eight other industries. See the proof →

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