DataEnergy builds governed operational decision systems for high-stakes industrial operations.
AI proposes. Policy decides. People authorize. The evidence remains.
The operational problem
The hard part is not more data. It is the decision.
Operations already have large amounts of data. The difficult part is the consequential decision.
A drilling decision brings together telemetry, model outputs, offset information, procedures, operational context and the judgement of the people on shift. It has to be made at the moment of decision, under the policy that applies, in front of the person who holds authority, and afterwards it has to be explainable.
Analytics produce insight. Generative AI produces answers. Neither, by itself, produces an authorized and defensible operational decision.
What a governed decision is
A governed decision has seven parts.
The four clauses of the spine name who acts in each of them.
Governed Bit Intervention
Today
The first governed decision: when to pull a bit.
Pull a bit too early and the operation pays for an unnecessary trip. Pull it too late and it risks downhole failure and what follows from it.
Remaining-life prediction alone cannot settle it. The decision also turns on how current the telemetry is, what the operator's policy permits, who holds authority on shift, whether that person authorized the action, and what record is kept of why. Governed Bit Intervention brings those into one governed recommendation.
DataEnergy does not write to rig-control systems.
Existing products
Three existing products.
Each is an existing standalone DataEnergy product. Each contributes evidence, context or prediction to a governed decision. Never authority.
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Agentic Intelligent Document Extraction
Turns engineering reports, bit records and legacy operational documents into structured, source-referenced facts.
Contribution: evidence.
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Gives source-grounded answers over engineering procedures and operational documents.
Contribution: context.
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Predicts the remaining useful life of drilling bits from operational telemetry.
Contribution: prediction.
The products remain technically independent. No integration is claimed.
Services
Services for client-specific problems.
DataEnergy also works with industrial teams on digitalization, workflow automation and agentic AI solutions built around the client's own information, workflows and operating constraints.
Accountable AI
What stops this kind of AI from becoming unsafe or unaccountable?
These are the principles governed decisions are built to, starting with Governed Bit Intervention.
Evidence before action. A recommendation names the information it depended on, and makes missing information visible.
Uncertainty is explicit. The system may abstain rather than manufacture confidence.
Human authority is preserved. AI proposes, deterministic policy determines what is allowed, and the authenticated person with the appropriate authority decides.
Decisions are auditable. The Decision Passport keeps evidence, versions, policy, authorization and outcome together, so a decision can be interpreted later.
The rig stays in command. DataEnergy is not the control system, the protection system or the safety-instrumented system, and makes no SIL claim.
No hindsight. A decision is judged by what was legitimately knowable when it was made.
Capabilities
Four capabilities support a governed decision.
- Evidence extraction. Engineering reports and operational documents become structured, source-referenced facts.
- Engineering knowledge. Source-grounded access to procedures and operational history.
- Predictive models. Forecasts such as the remaining useful life of a drilling bit.
- Governed decision runtime. Deterministic policy, authorization and the durable Decision Passport.
These are capabilities that support a governed decision.
Where this stands
The maturity of everything named on this site.
An autopilot still has a pilot in command. This one also keeps a logbook.
Energy first
Energy first.
DataEnergy's deepest current domain is drilling and well construction. The immediate focus is oil and gas, drilling and well construction; the next expected area of work is asset and equipment health.
Other high-stakes industrial situations may be considered where the decision genuinely has the same structure of evidence, policy, authority and record.
Research
Research.
Research exists to think clearly about the governed operational decision. It is not a lab, and it is not a set of case studies.
- The governed decision loop
- What a Decision Passport must preserve
- Operational abstention
- Temporal admissibility and no-hindsight evaluation
- Trustworthy operational AI in high-stakes industrial settings
Technical papers are planned. None is listed in this register yet. Research on open drilling data is not qualification on a customer's own operations.
The company
The company behind the first application.
DataEnergy is an energy-first industrial technology company building governed operational decision systems. Governed Bit Intervention is where that approach is being made concrete first; it is not the whole company.
Operators weighing a scoped pilot, buyers of the standalone products, and technical or research partners are each addressed here.
AI proposes. Policy decides what is permitted. People authorize. Every decision keeps its evidence.