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APPLIED AI·08 March 2026·6 MIN READ

Applied AI: define graduation criteria before you build the pilot

Pilots fail to graduate because nobody defined what graduation looks like. Fix it upfront with explicit metrics and guardrails.

A pilot without graduation criteria is a science project.

Define the metric, the threshold and the operating model before you write a line of code.

Build for production from day one — monitoring, guardrails, human-in-the-loop. Then the graduation conversation is short.