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exp-driven-dev

Product experimentation — designs feature flag rollouts, selects primary and guardrail metrics, and structures data-driven shipping decisions. Use when user mentions 'feature flag,' 'guardrail metrics,' 'experiment design,' or 'statistical significance.' For marketing A/B tests with sample sizes and variant copy, see ab-test-setup.

  • Area: Strategy
  • Category: product management
  • Level: beginner
  • Input: conversation
  • Output: document
  • Setup: none
  • Roles: Product Manager

Product experimentation — designs feature flag rollouts, selects primary and guardrail metrics, and structures data-driven shipping decisions.

How you ask

  • “Design an A/B experiment with feature flags”
  • “Select primary and guardrail metrics for our test”
  • “Set up an experiment to test our new onboarding flow”
  • “What's the statistical significance of these results?”

Inputs

  • request — What to produce
  • scope — company, or a client-id under {company.clients}/ — a string with one reserved value, not a closed set

Outputs

  • exp-driven-dev (markdown)
  • {scope.knowledge-base.product}/exp-driven-dev-{YYYY-MM-DD}.md