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AI-USE-CASE-DISCOVERY5 MIN READ

AI Discovery Red Flags

Recognize and respond to red flags that signal an AI use case needs more discovery before piloting.

Trap The vendor demo already proves this use case works. Your line The demo proves the interaction is possible. Discovery still has to prove our data, workflow, users, risk controls, and success metric. Treating demo fluency as workflow evidence. It separates technical possibility from organizational fit. Red flag What does 'no baseline' mean in an AI use case? Think current-state metric. The team cannot say how the workflow performs today, so it cannot prove the pilot improved it. Baseline gaps should trigger measurement before or during discovery. Metric quality Output metric vs workflow metric Output metrics can support diagnostics, but…

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