Product Experimentation Framework

Design an experimentation framework for {{team_or_org}}.

Current maturity: {{maturity}}
Team size: {{size}}
Key metrics: {{metrics}}

**Experimentation Framework:**

**1. Experiment Types**

*Discovery Experiments*
- Prototype testing
- Concept validation
- Fake door tests

*Optimization Experiments*
- A/B tests
- Multivariate tests
- Holdout groups

*Operational Experiments*
- Feature flags
- Gradual rollouts

**2. Experiment Process**

*Ideation*
- Hypothesis generation
- Prioritization criteria
- Experiment backlog

*Design*
- Hypothesis documentation
- Success metrics
- Sample size calculation
- Duration planning

*Execution*
- Implementation
- QA and validation
- Launch and monitoring

*Analysis*
- Results interpretation
- Statistical rigor
- Decision making

*Learning*
- Documentation
- Knowledge sharing
- Iteration planning

**3. Governance**
- Approval process
- Conflict resolution
- Ethics guidelines

**4. Tools and Infrastructure**
- Experimentation platform
- Analytics integration
- Reporting dashboards

**5. Culture Building**
- Training programs
- Experiment reviews
- Incentive alignment