# Partnership map for frontier labs and infrastructure builders

## Why this market is interesting

Energy is not just a labor-arbitrage customer. It is a candidate recurring market for reasoning, and it sits inside the same sector that also matters to AI’s physical expansion through power, permitting, siting, interconnection, project finance, and utility regulation.

## Wedge map

### Treasury / lender readiness
Needs:
- robust tool use across spreadsheets and PDFs
- evidence citation
- memory across cycles
- enterprise security and audit logs

Best partnership angle:
- eval-heavy deployment in finance workflows
- high-value evidence operating system
- bounded signoff

### Non-op / minerals / title
Needs:
- long-document reasoning
- clause extraction
- entity resolution
- provenance across messy chains

Best partnership angle:
- great showcase for reasoning over unstructured records
- high recurrence and strong Jevons upside

### Utility planning / rate recovery
Needs:
- cross-workpaper consistency checks
- testimony / discovery drafting with citations
- controlled routing and approvals

Best partnership angle:
- high consequence plus strong evidence structure
- useful testbed for workflow memory and enterprise controls

### LNG / commercial operations
Needs:
- scheduling awareness
- contract reasoning
- exception triage
- persistent workflow memory

Best partnership angle:
- recurring operational model usage
- clear path from copilots to always-on agents

### EPC / project controls
Needs:
- revision tracking
- scope reasoning
- issue logs
- change-order evidence assembly

Best partnership angle:
- massive document volumes
- strong infra appetite if adoption takes hold

## What labs should care about
- persistent workflow usage rather than one-off prompts
- evidence-rich eval environments
- long-context + tool-use performance
- enterprise governance
- pricing structures that fit high-repetition loops

## What infrastructure players should care about
- recurring inference demand
- workflow memory and storage needs
- hybrid deployment and security requirements
- adjacency to power and project development