Traditional product metrics are dead: rethinking DAU and retention for the agent era
_AustinCalvert_ · x · 2026-10-12
- mignano argues that as user interaction shifts from UI to agentic channels (text, voice), the standard product analytics stack needs to be rebuilt from scratch.
- Core claim: when agents work on users' behalf whether they return or not, classic retention measurements become meaningless.
- Examples of metrics needing rethinking: active users — does activity mean proactively engaging the agent, having a task completed, or reactively responding to agent outreach? Engagement frequency — DAU/MAU conventions don't map cleanly onto agent-mediated usage.
- A directional framework piece on redefining product measurement in the agent era, raising questions more than offering full replacements.
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