Run public-facing AI labs that balance rapid iteration with responsible governance, telemetry, and user delight.
| Element | Description | Implementation Tips |
|---|---|---|
| Membership model | How users join (invite-only, waitlist, open enrollment) | Offer clear eligibility criteria and onboarding guides |
| Experiment catalog | List of active prototypes with status indicators | Include screenshots, competency descriptions, known limitations |
| Feedback channels | Mechanisms for user input | In-product surveys, discussion forums, office hours |
| Governance board | Cross-functional group overseeing experiments | Meet regularly to review metrics, incidents, and roadmap |