The Doctrine Card

Everything this programme rests on, on one page, taken from the book. A model must answer a defined question, use information available at the decision time, beat an appropriate alternative and remain useful within its stated limits. A recommendation must identify the evidence, uncertainty, owner and permitted action. A benefit claim must distinguish observed performance from an estimated counterfactual.

The reader toolkit

Tool	What it says
The Operating Intelligence Loop	Sense, decide, act and learn. A dashboard covers only part of this loop. Record the loop for every application — across organisational boundaries for a service job.
The Data Foundation Precondition	Readiness is specific to a decision. The foundation includes ownership and access rights as well as sensor completeness.
The Autonomy Ladder	Five permissions: retrieve evidence; draft an interpretation; recommend an action; execute a bounded administrative action; execute an operational action under separately engineered control. Each requires its own assurance.
The Value versus Risk Map	Assess value and consequence separately. Preserve non-negotiable safety constraints rather than converting them into a monetary score.
The Sequencing Discipline	Define the decision, establish the evidence, compare alternatives, evaluate on withheld conditions, observe in shadow operation and introduce controlled use. Expand only after outcomes and failures are understood.
The Operations Excellence Lens	Measure the result where it occurs: availability, accepted production, intervention effectiveness, service-job margin, invoice acceptance and collected cash. Model accuracy is not the final objective.

The first-year operating programme

Phase	What it does
Establish the starting point	A small decision portfolio and a measured baseline; one low-consequence administrative use and one technical advisory use; owners, success and suspension criteria, data contracts and a source register.
Build and evaluate in bounded phases	Baselines and candidate systems, withheld data and domain review; shadow operation long enough to observe relevant decisions and exceptions.
Introduce controlled use	After an authorised review: human decisions preserved, outcomes logged, explicit limits on agent tools; at midyear, improve, expand, pause or stop each application.
Scale through reusable controls	Reuse data contracts, evaluation methods, approval records and integration patterns where they fit; at year end, report realised value, unresolved risk, lifecycle cost and capability developed.

The sequence is a proposed programme, not a universal completion promise. Set the pace by evidence and consequence, and be willing to stop applications that do not earn continued use.

The 10 sessions and the programme they build

#	Session	Plan section
1	Leadership That Closes the Loop: The Six Tools	Section 1 — Our company, our side of the operator–contractor relationship, and the one decision whose loop we will map.
2	The Combined Operating System and the Field Data Contract	Section 2 — Our binding constraint, decision portfolio and field data contract.
3	Models That Fit the Decision, and Honest Evaluation	Section 3 — The credible alternative, the model task, the abstention policy and the evaluation design.
4	Subsurface, Reservoir and Drilling Decisions	Section 4 — Where subsurface, reservoir or drilling intelligence changes an action in our business, and what information is worth buying.
5	Production, Reliability, Integrity and Field Continuity	Section 5 — Our field application: the system it optimises, the alert policy, the integrity evidence and degraded operation.
6	Tenders, Quotes and Mobilisation	Section 6 — Our tender, quote and mobilisation decisions and the controls they need.
7	Job Execution, Job Economics and Learning From Reports	Section 7 — From plan to collected cash: our execution evidence, job economics and reporting discipline.
8	Safety, Environment, Community and Nigerian Capability	Section 8 — Our protection boundary, our obligations as controlled records, and measurable Nigerian capability.
9	Generative AI, Cybersecurity and the Investment Case	Section 9 — Our generative-AI bounds, lifecycle controls and investment case.
10	The First-Year Operating Programme	The assembled, signed First-Year AI Operating Programme.

ERW CommandOilfield · built on The Intelligent Oilfield and Oilfield Services — An Operating Doctrine for AI in Nigerian Oilfield Operations and Services by Ritchie Wingo. A leadership doctrine; it does not replace approved engineering practices, statutory obligations, professional judgment or site-specific safety procedures. Back to the programme home →

THE INTELLIGENT OILFIELD LEADERSHIP PROGRAMME

Leadership that closes the loop.