The Evidence Map for AI in Regulated Energy Operations
The action layer behind the core verdict: how to turn the briefing into a sponsor-ready decision without overstating the evidence.
Use this as the deployment-boundary map for regulated energy conversations. It helps a sponsor fund useful AI on the safe side of the line while refusing roadmap promises that cross into uncertified autonomy.
First moves before hiring anyone
Greenlight narrow human-in-the-loop advisory and prediction work. Keep autonomous-control roadmaps outside CIP and safety-instrumented zones until a certification path exists.
Price NERC categorization, change-control tickets, union or work-practice review, compliance evidence, and named accountability into deployment plans.
Anchor planning to FERC Order 907, CIP work, and emerging ISO functional-safety standards, not vendor release calendars.
Treat data-center interconnection, reliability, and tariffs as a grid and CFO issue. Treat ops-productivity AI as a separate advisory and workflow issue.
Build legible failure, rollback, and human-accountability evidence before an incident forces the sector to harden its posture.
Owner, briefing, proof
Owner
Named operational owner plus compliance, safety, and change-control accountability.
Briefing
Deployment-zone decision brief: advisory, operator assist, controlled action, or pilot-only autonomy.
Proof
Run and decision evidence that a regulator, auditor, or insurer can inspect after an incident.
Start with one use case, one deployment boundary, and one approval chain. If the boundary is unclear, widen to a readiness look at regulated AI operations, and build the operating controls only when the sponsor wants them run.
Claim ledger
- A regulator or insurer publishes an accepted certification path for non-deterministic AI in safety-instrumented energy roles.
- A model or formal-verification advance makes AI control decisions reproducible to CIP-grade standards.
- A NERC or FERC documented incident is attributed to AI-driven load or AI control.
- A pure-play utility-AI vendor posts durable control-room-tied revenue growth.
- The MIT NANDA or IDC pilot figures are corrected, replicated, or retracted by a primary source.