Skip to content
Beginner Academy Reader
Exit Reader

Experimentation Labs Strategy

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

beginner•6 / 9

Governance and risk controls

  • Define an incident response plan for experiments, including rollback procedures and communication playbooks.
  • Require data protection reviews for experiments touching user uploads or personal information.
  • Limit concurrent experiments per user to avoid overwhelming them with changes.
  • Archive experiment documentation for future audits.
Section 6 of 9
Next →