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?
441-well Permian pilot; the number of wells adopting recommendations is not disclosed.
Who acts?
A digital solution recommends daily lift changes; people decide whether to adopt them.
What is reported?
6% average oil increase on wells adopting recommendations. Gas-lift utilization improved by more than 20%, a separate measure.
Measurement period
2026 paper; the abstract does not establish the result’s measurement period.
Comparison baseline
The result applies to recommendation adopters, with no matched untreated group disclosed in the abstract.
Who reports it?
Operator/vendor-coauthored paper
Full costs
Full implementation and ongoing costs are not disclosed in the selected sources.
What remains unresolved?
Do not apply the 6% to all 441 wells. Adoption selection and the oil-result denominator remain unresolved.
A workflow to investigate
Test whether explanations, evidence gathering and follow-up improve recommendation acceptance without increasing review time.
Suggested owner: Production engineering (proposed role, not a confirmed contact).
Measure: Production change and net operating benefit per eligible well, including recommendations people decline.
Stop or redesign: Stop if the apparent gain depends on cherry-picked adopters or engineers cannot trace a recommendation to the well data.
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
Daily lift recommendations across a 441-well Permian pilot · 2026 Operator/vendor-coauthored technical paper. Location: SWPSC 2026051 abstract: method, 441-well asset and reported results Register review: Relevant original source text reviewed; performance remains author-reported, not independently validated.; 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.