An invoice-checking pilot, from baseline to decision.
A worked example of human review, exception handling and the real cost of an AI-assisted task. Includes a downloadable pilot scorecard.
Worked exampleRead the story ↗LENS 05 / PRACTICAL AI
Start with an accepted customer outcome. Compare quality, human review and total task cost before expanding the commitment.

WHAT TO LOOK FOR
01Baselines and acceptance criteria
02Review, exceptions and permissions
03Cost per accepted task
READ THROUGH THIS LENS
A worked example of human review, exception handling and the real cost of an AI-assisted task. Includes a downloadable pilot scorecard.
Worked exampleRead the story ↗A cheaper model call can produce a more expensive workflow. Compare accepted outcomes, including retries, review and the cost of mistakes.
Decision frameworkRead the story ↗A narrow AI pilot can answer a commercial question. A broad technology rollout often leaves the question undefined.
Field guideRead the story ↗Keep the six-layer system in view as you explore this topic.
Read the AI Economy Map ↗