Growth Experiment Planner
Turn a growth question into a feasible hypothesis, measurement plan, variants, guardrails, and decision criteria without inventing results or uplift.
RECIPE SPECIFICATION
When to use it
Use this when a specific growth decision can be reduced through a measurable experiment or bounded validation plan.
Choose another recipe when
Use Weekly Growth Readout to interpret observed performance or Conversion Audit to diagnose a page before choosing a test.
Example prompts
- Plan a pricing-page experiment and determine whether our traffic supports a useful test.
- Design a low-traffic validation plan for this service offer without pretending an A/B test is feasible.
Required inputs
- Decision and hypothesis
- Audience, surface, and proposed change
- Baseline, traffic, instrumentation, and constraints
- Business metric and guardrails
Cookbook foundation
This workflow can be customized with your saved brand context. Recommended fields:
- audience
- positioning
Expected output
feasible experiment or validation plan with hypothesis, metrics, design, and decision rules
Safety note
Do not invent traffic, baseline rates, minimum detectable effects, statistical significance, causal impact, or projected uplift. Do not launch tests, change production traffic, spend budget, or expose users without explicit authorization and appropriate review.