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Impact — Practices & Playbooks

AR-IM25 · Value Proof, Attribution and Misdiagnosis Review

Challenge both positive and negative conclusions about AI value by testing evidence strength, attribution, measurement blind spots and decision bias. The review prevents premature scaling as well as premature ‘AI does not work’ conclusions.

Available to credential holders

An active AIC, AITS or AITC credential is required to read this practice.