Methodology and evidence

How ExecGraph Builds and Reviews Public Intelligence

ExecGraph combines public records, operator disclosures, professional profile data, facility datasets, and analytical models. Each public research surface should show who authored and reviewed it, the applicable review, verification, or snapshot date, what source class supports it, and whether the conclusion is confirmed, probable, possible, inferred, illustrative, or unavailable.

Current production coverage

Source status: production. Generated August 1, 2026.

47,638
Energy contact records

Business records in the energy vertical. This count does not mean every field is independently confirmed.

47,607
Source-backed profiles

Contact records with a public professional profile URL available for source review.

1,353
Energy companies

Operator, contractor, supplier, service, and related industrial organizations in the production graph.

26
Evidence-backed facilities

Facility records with at least one EIA, OGIM, capacity, or imagery verification flag.

0
Source-dated turnaround events

Events with both a source URL and a recorded last-verification timestamp.

Evidence classifications

A confidence label describes the available evidence. It does not guarantee a commercial outcome or future event.

Confirmed

Directly supported by a named primary source, current public record, or verified first-party record.

Probable

Supported by multiple consistent indicators, but not independently confirmed as a final fact.

Possible

Supported by limited or early evidence and should not be treated as a committed outcome.

Inferred

An analytical conclusion derived from source-backed facts, industry patterns, or ExecGraph taxonomy.

Illustrative

A product example or simulation. It is not a live customer result, measured outcome, or verified facility value.

Unavailable

The available evidence is not sufficient to support a public conclusion.

Contact and role records

  • Names, titles, companies, and public profile URLs are stored as separate fields.
  • Facility assignment may be explicit, location-supported, title-supported, inferred, or awaiting review.
  • Role, seniority, and buying-center classifications are analytical tags and can differ from an employer's internal terminology.
  • A public profile source does not make every enriched field confirmed.

Facility and event records

  • Facility identity and capacity can be sourced from government, operator, imagery, or infrastructure datasets.
  • Turnaround records retain a source, confidence class, and last-verification date when available.
  • Probable and possible events are not presented as committed operator schedules.
  • Missing evidence remains unavailable rather than being filled with a fabricated value.

Modeled commercial values

Equipment populations, installed values, annual MRO values, turnaround scope values, opportunity values, payback periods, and recommendation examples are estimates or illustrations unless a page explicitly identifies a verified first-party source. They are not customer-reported results, commitments, or guarantees.

Data freshness

Latest contact record updateJuly 31, 2026
Latest facility record updateMay 13, 2026
Latest turnaround verificationMay 7, 2026
Methodology snapshot generatedAugust 1, 2026

Editorial review and corrections

Public research is attributed to an author and a named review role. Automated systems may collect sources, classify claims, and propose revisions. High-risk publication remains human-gated. Material factual errors can be submitted through the public corrections process and are recorded when they change the meaning of a page.

Read the corrections policy and change log