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Experimentation Labs Strategy

Run public-facing AI labs that balance rapid iteration with responsible governance, telemetry, and user delight.

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Telemetry essentials

  • Track entry funnels (invitations sent vs activated), active usage, retention, and feature-specific interactions.
  • Instrument error logging and latency to catch technical issues early.
  • Map feedback sentiment (positive, neutral, negative) against user segments.
  • Build dashboards accessible to experiment owners and leadership.
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