The Doctrine Card

Everything this programme rests on, on one page, taken from the book. Print it and keep it in the folder you take to the operating review. Begin with one bounded decision, establish the baseline, protect customers and assets, and investigate at a cost the company can control.

The six frameworks

Framework	What it says
The Operating-Intelligence Loop	Sense, decide, act and learn. Sense means obtaining evidence of an operating condition; decide, turning it into an authorised choice; act, completing the work that choice requires; learn, examining the outcome to improve the next decision. The loop closes when a result returns to the people responsible for the process.
The Data-Foundation Precondition	Useful intelligence requires information fit for the decision — a narrower and more practical condition than demanding perfect corporate data. Data adequate for an aggregate report may be inadequate for action on an individual asset or customer.
The Autonomy Ladder	Systems that inform people, copilots that draft or suggest, and agents that execute steps: management descriptions of increasing authority, not certifications attached to a product name. A single service may occupy different rungs for different tasks.
The Value-versus-Risk Map	Place each candidate on two axes: the value it could produce and the consequence when its output is wrong. A high potential return does not remove an unacceptable exposure.
The Sequencing Discipline	Establish the decision and its evidence foundation, test a bounded intervention against an agreed baseline, retain suitable human control and expand only when the result and receiving organisation justify it.
The Operations-Excellence Lens	Judge an AI capability through the results the power business must deliver. Separate activity, operating outcome and financial value: alerts generated are activity; a verified finding and completed response are operating outcomes.

These frameworks are the author’s management synthesis. They are not official standards, university-endorsed methods or validated predictors of project success.

The decision record

Choose one unresolved decision. Name the process, population, decision date and authorised owner. The meeting should produce a decision record containing the request, alternatives, evidence and uncertainty, accountable owner, operating and cash consequences, and next review date.

The ninety days

Period	Main work	Evidence for review	Decision
Days 1 to 30	Define the decision, baseline and boundaries	Charter, source register, owners and critical gaps	Fund evaluation, repair or select another candidate
Days 31 to 60	Evaluate and test workflow in shadow use	Performance, workload, controls and fallback	Approve bounded live use or retest
Days 61 to 90	Observe authorised work and prepare handover	Outcomes, attribution, costs, incidents and support	Stop, investigate further or scale with conditions

A proposed management sequence, not a regulatory timetable or a promise that every company can prove financial benefit within a quarter. Progress depends on evidence and approvals, not elapsed time alone.

The board AI readiness scorecard

Readiness item	Evidence the board should inspect
Business loss named	A bounded loss, risk, delay or inefficiency and the action expected to change it
Value baseline defined	Reconciled performance, period, definitions and finance-approved valuation method
Decision owner named	A named process owner with authority and capacity to implement the response
Data floor adequate	Usable identities, time records, units, quality checks, access and accountable stewardship
Process redesigned	An approved route from recommendation to action, exception and closure
Human control calibrated	Review and approval proportionate to safety, customer, financial and regulatory consequences
Privacy and cyber addressed	The documented assessments, access controls, service boundaries and incident response
Model monitoring planned	Error, change, drift, override and incident monitoring with owners and trigger responses
90-day proof credible	A bounded evaluation whose observation period can reveal the claimed result
Scale condition defined	A written decision rule covering evidence, cost, capacity, controls and unresolved risks

Score each item from 1 to 5; the maximum is 50 and the minimum 10. The proposed screening bands are a discussion aid, not scientific thresholds: 40 to 50 suggests a candidate for a bounded intervention; 30 to 39 points to foundation work before expansion; below 30 indicates substantial gaps. A total must never average away a material safety problem, an unresolved legal restriction, inadequate authority, an unacceptable privacy or security exposure, or an inability to recover from failure. The board’s record ends in one of four decisions: proceed within the stated boundary, repair and return, extend evidence collection, or stop.

The 15 sessions and the plan they build

#	Session	Plan section
1	The Decision-Rich Power Sector and the Reader's Toolkit	Section 1 — Our company, the one decision we will carry, and where its loop breaks.
2	From Power-Poor to Decision-Rich	Section 2 — Our reports, the decision defined so it can change, and the review that leads to work.
3	The Real Constraint Is Decisions, Not Megawatts	Section 3 — The constraint located, the whole transaction traced and the right level of automation.
4	What AI Is and What It Is Not	Section 4 — The output we would use, its test against the current method, and the limitation in board language.
5	Where AI Actually Creates Value in Power	Section 5 — The business that receives the recommendation, the conversion test and the use we can execute.
6	The Data Readiness Doctrine	Section 6 — The evidence for our decision: identity, time, units, target meaning and the protected boundary.
7	The Organisational Readiness Doctrine	Section 7 — Authority beside responsibility, the work designed with its people and the inheriting manager.
8	Avoiding the AI Money Pits	Section 8 — What we would buy, the complete cost and the evidence, exit and payment terms.
9	The Right First Step	Section 9 — The intervention charter: question, baseline, comparison, capacity and observation period.
10	Buy, Build, or Wait	Section 10 — Buy, build or wait, decided on the responsibility we can sustain.
11	Measuring Value	Section 11 — The business result, the mechanism, the input register and a finance-signed treatment of value.
12	Governance, Risk and Responsible AI	Section 12 — Governing the consequence: guidance, customers, control boundary, release and remedy.
13	The Operator Desk Execution Layer	Section 13 — The working home, decision record, operating rhythm and regulatory evidence register.
14	The 90-Day AI Readiness Plan	Section 14 — The ninety days drafted stage by stage with the evidence and decision at each review.
15	The Board Review: Your Signed 90-Day AI Readiness Plan	The signed 90-Day AI Readiness Plan.

ERW CommandPower · built on The Intelligent Power — An Operating Doctrine for AI Readiness and Operational Excellence in the Nigerian Power and Energy Sector by Ritchie Wingo. Leadership training, not investment, legal or engineering advice. Back to the programme home →

THE INTELLIGENT POWER LEADERSHIP PROGRAMME

From power-poor to decision-rich.