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. A recommendation that remains on a screen has not closed the operating loop.

The six frameworks

Framework	What it says
The Operating-Intelligence Loop	Sense, decide, act and learn. The company senses through readings, laboratory results, stock movements, service reports and customer feedback; decides by comparing alternatives against an objective and constraints; acts through someone with authority and resources; learns by examining the outcome against the earlier evidence and expectation.
The Data-Foundation Precondition	Reliable decisions require information whose identity, meaning and quality are adequate for the consequence. A result marked 98 means little until the team knows the property, unit, test method, sample, product and specification.
The Autonomy Ladder	From information support to drafting, recommending and executing approved steps. Permission depends on the action and its consequence: drafting a supplier query does not authorise changing a formulation, releasing a lot or altering a customer treatment programme.
The Value-versus-Risk Map	Assess the benefit and the consequence of error together. The same model capability can occupy different positions depending on the permission granted.
The Sequencing Discipline	A dependable data foundation, a bounded pilot, human oversight where consequences warrant it and expansion based on demonstrated value.
The Operations-Excellence Lens	Judge the intervention through the measures of the actual business: accepted output and material losses for a producer, first-pass conformity and rework for a formulator, order fulfilment, service effectiveness and cash collection for a supplier.

These frameworks are the author’s synthesis, not official standards.

The decision record

Six fields: decision requested, alternatives, evidence and uncertainty, accountable owner, cash and operating consequences, and next review date. Put controlled supporting records behind the page and preserve revisions when the recommendation changes.

The pilot charter and the five acceptance gates

Gate	What it confirms
1 · Input readiness	Identities, units, source quality, update timing and required fields; missing and conflicting data tested; the conditions in which the application must abstain.
2 · Technical fitness	The capability evaluated against its intended use; a proposed physical intervention needs its separate technical evaluation and approval.
3 · Workflow readiness	The output reaches a competent person in time and a feasible response exists; workload, training and resources evaluated.
4 · Authority and protection	Permissions, approval identities, access controls, suspension and recovery verified; attempted actions outside scope tested.
5 · Economics and support	Cost, cash requirement and benefit categories reconciled; support and supplier exit confirmed; finance accepts the calculation boundary.

Write the charter before developing the application and agree the acceptance criteria before examining results. Record each gate as passed, passed with specified conditions or not passed, with the approving authority and evidence.

The first ninety days

Days	Stage
1 to 15	Establish the decision and mandate
16 to 30	Establish the data and workflow
31 to 45	Build and evaluate the bounded capability
46 to 60	Run in shadow mode
61 to 75	Use under defined authority
76 to 90	Decide the next stage

The author’s proposed leadership sequence, not a universal delivery promise. If a required gate is not met, the responsible decision is to resolve it or reduce the scope.

The 20 sessions and the plan they build

#	Session	Plan section
1	The Decision Behind the Chemical and the Reader's Toolkit	Section 1 — Our company, its business model, the one decision we will carry and where its loop breaks.
2	Leading the Intelligent Petrochemical Company	Section 2 — The operating question, its executable owner and the review that resolves it.
3	Production, Formulation and Supply Business Models	Section 3 — Our business-model record, our place in the value chain and the method that fits.
4	Decisions That Connect Technical Performance to Margin	Section 4 — The denominator, the alternative, the contribution bridge and the cash question.
5	Feedstock Quality and Procurement	Section 5 — The material defined, lot evidence preserved and the usable date modelled.
6	Production Planning and Operating Constraints	Section 6 — The binding constraint, hard constraints versus preferences and the problem formulated.
7	Yield, Formulation and Process Performance	Section 7 — Physical accounting, the approved recipe, the whole improvement priced and what a pilot must earn.
8	Laboratory Data and Product Release	Section 8 — Prediction kept apart from measurement, exceptions investigated and release protected.
9	Technical Service and Customer Applications	Section 9 — The application defined, the trial agreed and the AI component judged on its own contribution.
10	Chemical Treatment and Controlled Recommendations	Section 10 — The objective, units and basis, separated authority and the evidence for expansion.
11	Equipment Reliability and Maintenance	Section 11 — Failure consequence, the failure label, the warning window and the response chain priced.
12	Utilities, Inventory and Material Availability	Section 12 — Critical dependencies, physical inventory status and degraded operation planned.
13	Safety, Environmental Evidence and Controlled Change	Section 13 — Specific hazard knowledge, visible change, the obligation register and the condition of protections.
14	Demand, Procurement and Working Capital	Section 14 — The cash calendar, the funding trough and the downside tests.
15	Data Foundations, Traceability and Cybersecurity	Section 15 — Stable identities, the data contract, access kept from control and recovery tested.
16	Workforce, Suppliers and Decision Authority	Section 16 — The role, substantial review, a demonstration that can fail and review capacity before permission.
17	Investment Cases, Benefit Attribution and AI Governance	Section 17 — The credible baseline, value counted once, governance of the actual system and staged funding.
18	The First Ninety Days of AI Leadership	Section 18 — The ninety days stage by stage, the gates between them and the rhythm after day 90.
19	The Operating Records: Traceability, Exceptions, Trials, Cash and Model Evaluation	Section 19 — The operating record that matters most for our decision, completed from real evidence.
20	The Executive Review: Your Signed 90-Day AI Leadership Plan	The signed 90-Day AI Leadership Plan.

ERW CommandPetrochemical · built on The Intelligent Petrochemical Company — An Operating Doctrine for AI in Nigerian Petrochemicals and Specialty Chemicals by Ritchie Wingo. Leadership training, not investment, legal or engineering advice. Back to the programme home →

THE INTELLIGENT PETROCHEMICAL COMPANY LEADERSHIP PROGRAMME

The decision behind the chemical.