Intended result and problem
Establish whether the intended result matters, the customer or operating problem is supported, and the initiative can plausibly change it.
Primary service / Independent opinion
A written independent opinion on whether the evidence for one consequential AI or software initiative supports the next commitment and what conditions should govern it.
The decision
Commission the review when approval, funding, production, scale, continuation, restructuring, pause, or closure is due. Its scope is one initiative, not the company's entire strategy or future prospects.
The decision owner receives an opinion, any conditions attached to it, and records of the decisive assumptions, credible alternatives, exposure, and material disagreement. The conclusion does not depend on approval.
Decisions covered
Should the company approve this AI product investment?
Does the pilot evidence justify production in additional markets?
Should the board release another funding tranche for the delayed platform programme?
Does the software rebuild justify its scope, or should the commitment be staged?
Should an investor support the portfolio company's product reset or recovery plan?
Does the current case support continuation, restructuring, a pause, or closure?
Scope of review
The work stays tied to the defined commitment. Its depth depends on the available evidence and the exposure involved.
Establish whether the intended result matters, the customer or operating problem is supported, and the initiative can plausibly change it.
Assess whether the proposed mechanism, system, and technical capability fit the task under ordinary operating conditions.
Examine what customers or internal users have done, committed, paid for, or changed, with the limits of stated preference made clear.
Review the full delivery and operating cost, resource model, expected return, and any omitted work that changes the economics.
Check team capacity, data, integration, vendor dependencies, delivery sequence, accountability, and how early failure can be detected.
Set out potential consequences, weak evidence, discovery delay, difficulty of reversal, and credible alternatives to full approval.
Deliverables
A conclusion to proceed, add conditions, stage, rework, pause, or stop under the current case.
The decision, intended result, requested commitment, material assumptions, available evidence, and named owners.
Material exposure to loss, delay, dependency, or lock-in, with observable conditions for the next commitment.
A concise leadership and board record of what was reviewed, excluded, disputed, decided, and assigned.
Access and limits
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