Turn a Business Ask Into a Model Brief
Convert a vague AI business ask into a concise model brief that technical and business teams can both use.
The marketplace GM wants AI to identify sellers who need help, but the intended action is ambiguous. CRISP-DM model brief: decision, target, unit, window, metric, deployment. The common shortcut is to define seller risk broadly, train on whatever outcome is easiest, and discover later that operations cannot act on the output. Decision Ask: what will ops do differently if the model works? Answer: prioritize coaching calls for sellers likely to miss fulfillment SLA. The action defines which outcome matters and prevents mixing coaching, fraud, and churn into one vague target. Target and unit Target: probability of missing SLA in the…
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