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AI-First Product Manager skills: synthetic personas, persona interviews (exploration and validation), insight extraction, persona critique panels, and exposure plans.

product-metrics

How to measure a revealed feature with the four AARS metrics — acquisition, activation, retention, satisfaction — each a percentage of the target audience, with an observable signal, an expanded definition, a justified signal threshold, a target reconciled with the exposure plan, and the events to instrument; how to read them as a funnel, read a retention curve, and diagnose which one is low. Use when defining success metrics or KPIs for a feature, deciding what to instrument, setting activation or retention criteria, reading usage data after a release, or diagnosing why a feature is not being used.

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