Outcome

DECISION QUALITY · VALUE · GOVERNANCE
Before you approve AI investment.
Twelve questions designed to slow the wrong decisions down—and help the right ones move with greater confidence.
THE LEADERSHIP CHALLENGE
AI urgency should improve decision quality—not replace it.
The UK's AI Opportunities Action Plan emphasises adoption and productivity. Government, ICO and cyber guidance also make clear that opportunity must be supported by accountability, data protection, security and oversight. This briefing helps leadership teams hold both ideas at once.
01STRATEGIC CASE
Is this an AI investment—or a business decision?
Accountability
Which executive is accountable for value, risk and the decision to continue or stop?
Leadership lensAlternatives
What would we do if AI were not available?
Leadership lensEvidence
What evidence supports the expected benefit?
Leadership lens
02TRUSTED FOUNDATION
Can the organisation support the promise safely?
Data
Do we have the right to use the required data—and is it suitable?
Leadership lensPeople
How will work, judgement and accountability change?
Leadership lensRisk
What could fail, who could be harmed and how would we know?
Leadership lensSecurity
How is the system protected across development, deployment and suppliers?
Leadership lens
03CONTROLLED DELIVERY
What will keep the initiative valuable after approval?
Oversight
Which decisions must remain subject to meaningful human control?
Leadership lensSupplier
Can we understand cost, dependency, data use and exit?
Leadership lensMeasurement
Which measures will determine whether the initiative scales, changes or stops?
Leadership lensReadiness
What must be true organisationally before approval becomes responsible?
Leadership lensTHE APPROVAL TEST
Before saying yes, can leadership complete this sentence?
“We understand the outcome, evidence, accountable owner, material risks, human controls, total cost and conditions under which we would stop.”
If any part remains unclear, the proposal may need discovery, assurance or a readiness assessment before approval.
Authoritative UK sources
This briefing is general information, not legal, regulatory or investment advice.
MAKE IT ORGANISATION-SPECIFIC
What would these questions reveal about your organisation?
Start with the free 10-question check, or use ARI™ for a professionally reviewed executive assessment and prioritised roadmap.
