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Prove the AI workflow before it becomes a roadmap commitment

Test value, data readiness, human fallback, and operating cost before leadership funds AI at scale.

AI proof should end in a scale, wait, or stop decision

Workflow value

Target one operational pain worth measuring.

Data readiness

Check quality, ownership, access, and monitoring early.

Production pilot

Build narrow, but with real integration and fallback discipline.

Next step

Find the AI use case your business can justify

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