For an AI provider. A proposal based on a public-source case, not a company plan or a return forecast.
What the peer actually reports
Which assets?
Base-production optimization in EOG’s 2025 annual-report account; well count not disclosed.
Who acts?
A proprietary machine-learning optimizer supports production work. Exact actuation and human approval steps are not disclosed.
What is reported?
No isolated AI-attributed numerical result in this profile. August 2026’s 5% Utica improvement is operating context.
Measurement period
Annual report covers 2025; later Utica context comes from August 2026.
Comparison baseline
An AI-only baseline and measurement period are not established.
Who reports it?
Operator annual report; separate investor-deck context
Full costs
Full implementation and ongoing costs are not disclosed in the selected sources.
What remains unresolved?
Do not credit the Utica figure or broader well-cost improvements to the optimizer. Internal software capability does not prove better AI returns.
A workflow to investigate
Find a workflow the internal team wants to extend; test an assistant around existing tools. Do not assume EOG wants to replace them.
Suggested owner: Production engineering and internal software team (proposed role, not a confirmed contact).
Measure: Engineer-approved improvements against a stable baseline, with model and human interventions recorded.
Stop or redesign: Stop if attribution remains impossible or the proposed tool duplicates a working internal system.
Fix the baseline and measurement period before changing the work. Define approval, override and fallback responsibilities. Include integration, human review, ongoing service and support costs. Check whether the benefit lasts after the pilot.
No unmet need, buying intent, budget or incumbent gap is established.
Original sources and locations
Proprietary machine-learning production optimizer · 2026 annual report covering 2025; exact publication day not confirmed Operator annual report. Location: PDF page 4, shareholder letter: Consistent Operational Excellence Compounds Over Time Register review: full text reviewed; accessed 2026-10-06. Disclosure is not independent outcome validation.
EOG August 2026 investor presentation · 2026-08-04 Operator investor presentation. Location: Printed slide 14: Outstanding Utica Performance Register review: Original issuer deck reviewed; attachment indexed 4 August 2026 ahead of 5 August call.; accessed 2026-10-10. Disclosure is not independent outcome validation.
An editorial comparison of twelve selected profiles already in the Sunya register. Categories describe the action authority established by the selected sources, not safety certification or a maturity score. Evaluation ideas are Sunya proposals, not company plans, buying intent or measured returns.