Practical AI leverage
Where AI creates real business advantage
Evaluate whether AI changes customer outcomes or economics rather than merely changing the pitch.
AI is a mechanism, not a market
Start with the customer outcome and commercial constraint. Then ask whether AI materially changes speed, cost, personalisation, prediction, insight, automation, or reach.
Check the full operating system
- Usable and permissioned data
- Reliable human review
- Error recovery
- Privacy and compliance boundaries
- Acceptable unit economics
- A buyer who values the outcome
Test manually before building deeply
Deliver the promised result with a bounded human-assisted workflow first where possible. This tests the buyer and outcome without confusing model capability with demand.
Use these principles on a real brief.
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