Use RACI thinking to involve accountable, consulted, and informed stakeholders early in AI use case discovery.
Marcus M Security lead R Role T Threshold L Loop Late blocker 15 min Pilot review Marcus has been invited two days before the AI email pilot starts. Late review feels like obstruction because the design is already hardened. 2d before pilot 5 owners needed
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