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LENS 05 / PRACTICAL AI

Make the task work.
Then make it scale.

Start with an accepted customer outcome. Compare quality, human review and total task cost before expanding the commitment.

Conceptual illustration for Practical AI
AI-generated conceptual illustration · Illustrative, not a technical diagram.

WHAT TO LOOK FOR

01Baselines and acceptance criteria

02Review, exceptions and permissions

03Cost per accepted task

READ THROUGH THIS LENS

The evidence. The implications.

A useful starting point

Keep the six-layer system in view as you explore this topic.

Read the AI Economy Map ↗