Independent Initiative Review for AI and software
Marc Paul reviews one defined initiative before approval, funding, production, scale, or continuation. In 5–10 working days, you receive a written opinion to proceed, add conditions, stage the commitment, rework the case, pause, or stop.
For CEOs, CFOs, founders, boards, and investors responsible for the decision.
01 / Main engagement
Commission the service when one defined approval, funding, production, scale, continuation, restructuring, or closure decision is due.
You receive a written opinion, any conditions attached to it, and a record of the evidence, alternatives, exposure, and unresolved points.
Independent Initiative Review
The engagement covers one initiative and the commitment being requested. Company-wide health checks sit outside its scope.
Possible opinions
02 / Engagements
The Independent Initiative Review gives an opinion on the case presented. Decision Case Reconstruction rebuilds an incomplete case. Independent Continuation Review reassesses an active initiative before the next release.
Primary engagement
Primary serviceA written independent opinion on whether the evidence for one consequential AI or software initiative supports the next commitment.
Should the organisation proceed, stage the commitment, rework the case, pause, or stop under the evidence available now?
When the current proposal cannot support approval
Rebuilds the evidence, scope, economics, and ownership of a potentially viable proposal that cannot yet support a decision.
What would make this a credible, bounded investment case, and what evidence is needed before approval?
For initiatives already under way
Reassesses an active initiative at agreed decision points before more money, scope, time, or customer exposure is released.
Do the original conditions still hold, and should the next commitment be released, narrowed, delayed, or withheld?
03 / What you receive
The decision owner receives a concise account of the conclusion, conditions, evidence, disagreement, responsibilities, and next review point.
The conclusion, its limits, any conditions attached to it, and the points left unresolved.
The decision, intended result, proposed commitment, credible alternatives, and decision owner.
The claims carrying the case, the evidence for each one, and the owner of any remaining uncertainty.
Potential loss, delay, dependency, customer impact, and commitments that would be hard to undo.
Observable requirements for releasing funds, expanding scope, entering production, or stopping.
A concise account for leadership and board use, with material disagreement and the next review point on record.
04 / When a review is useful
The useful review point is before more money, scope, time, or customer exposure makes a change of course expensive.
Management is requesting a material commitment. The proposal treats customer demand, technical feasibility, delivery capacity, and expected return as one settled conclusion.
A pilot or demonstration worked under limited conditions. Production brings operating cost, customer exposure, integration work, and new accountability into the decision.
The roadmap, cost, or intended outcome has changed. The initiative is still being judged against the case that secured its original approval.
An investor, finance leader, or board is being asked to release another tranche, extend the runway, or support a recovery plan.
The organisation must decide whether a narrower version remains defensible, the case needs to be rebuilt, or further exposure should end.
05 / AI initiatives
A pilot may omit the correction work, model instability, evaluation bias, inference cost, data restrictions, and monitoring required in production. The review also examines vendor dependency and who takes responsibility when outputs are wrong.
Problem and capability fit
Evaluation and data
Human work and economics
Reliability and containment
Dependency and ownership
06 / Who commissions the work
CEOs, CFOs, founders, and executive sponsors deciding whether to accept the capital, disruption, or customer exposure attached to the initiative.
Decision-makers who need a firmer basis for approval, staged funding, continuation, or closure than the proposal provides on its own.
Investors examining a defined portfolio-company initiative, follow-on commitment, product reset, or recovery plan. Full transaction diligence remains outside the scope.
07 / Independence
The practice does not sell software, take implementation fees, accept vendor incentives, recruitment commissions, referral fees, success fees, or equity in an organisation under review.
Management remains responsible for the final decision. Specialist legal, security, financial, or technical work may still be required. Those disciplines remain outside the review scope.
Read the independence and scope standard
08 / Relevant experience
Marc's background includes AI development, product delivery, technical production, immersive systems, and cross-functional leadership. In a review, he compares the commercial case with the work required to build, operate, and support the proposed system.
The practice is limited to AI, software, and digital-product initiatives connected to that experience.
09 / Decision notes
Articles on AI investment, pilot-to-production decisions, software programmes, and the evidence needed before scale.
The demonstration ran on selected cases with the project team close by. A production budget has to cover the conditions the trial did not exercise.
Read the articleModel capability settles one claim in the AI business case. The budget still rests on customer behaviour, staff workload and costs that sit outside the prototype.
Read the articleThe revised date explains the current schedule. The funding decision depends on the programme that exists now and the value still available.
Read the article10 / Questions
It examines one defined AI or software initiative and the decision attached to it. The service covers the intended result, evidence for demand, product and technology fit, delivery conditions, full cost, material exposure, alternatives, and conditions for further commitment.
The sponsor is usually a CEO, CFO, founder, board member, investor, or senior executive responsible for the capital or customer exposure involved. The final decision must still have a named owner or formal decision-making body.
An Independent Initiative Review usually takes five to ten working days once the relevant material and stakeholder access are confirmed. The timing can change with the scope, evidence volume, interview schedule, and reporting requirements.
No. The review tests the combined investment case and may identify a need for specialist legal, security, financial, or technical work. Legal opinions, audits, source-code reviews, security certification, and investment advice remain outside its scope.
Yes. The reviewer must be free to reach an unfavourable conclusion. The opinion may support proceeding, proceeding under conditions, staging the commitment, reworking the case, pausing, or stopping under the case currently presented.
