CRO · Framework · Advanced · Saves 35+ hours
Pricing Experimentation Framework
A framework for running pricing experiments.
What's included
- Experiment design
- Test methodology
- Statistical requirements
- Risk mitigation
- Analysis approach
- Decision framework
Best used when
- Testing new pricing
- Validating price changes
- Optimizing conversion
- De-risking pricing decisions
The template
The Template
EXPERIMENT DESIGN
Pricing Experiment Framework
PRICING EXPERIMENT DESIGN
HYPOTHESIS:
If we [change], then [metric] will
[increase/decrease] by [amount].
TEST TYPE:
☐ A/B test (parallel)
☐ Before/after (sequential)
☐ Cohort analysis
☐ Geographic test
TEST SCOPE:
Population: _______________
Sample size needed: _____
Test duration: _____ weeks
Confidence level: 95%
VARIANTS:
Control (A): Current pricing
Test (B): _______________
Test (C): _______________ (optional)
PRIMARY METRIC:
☐ Conversion rate
☐ Revenue per visitor
☐ ARPU
☐ Win rate
SECONDARY METRICS:
☐ _______________
☐ _______________
Sample Size Calculator
| Daily Volume | Lift to Detect | Duration Needed |
|---|---|---|
| 100 conversions | 10% | 4 weeks |
| 100 conversions | 20% | 2 weeks |
| 500 conversions | 10% | 1 week |
| 500 conversions | 5% | 3 weeks |
RISK MITIGATION
Pricing Test Safeguards
RISK MANAGEMENT
LEGAL/ETHICAL:
☐ No discriminatory pricing
☐ Terms allow dynamic pricing
☐ Privacy compliant
☐ Clear communication
REVENUE PROTECTION:
☐ Test cap (max % of traffic)
☐ Revenue floor trigger
☐ Emergency stop criteria
☐ Rollback plan ready
CUSTOMER EXPERIENCE:
☐ Consistent within session
☐ No bait-and-switch
☐ Existing customers excluded
☐ Support team briefed
STOP CRITERIA:
Stop if:
- Conversion drops >20%
- Revenue per visitor drops >15%
- Customer complaints spike
- Statistical significance at loss
Decision Framework
| Result | Primary Metric | Secondary Metrics | Decision |
|---|---|---|---|
| Clear winner | +10%+ lift | Neutral/positive | Implement |
| Mixed results | Positive | Negative | Analyze tradeoffs |
| No difference | Within 5% | Similar | Keep control |
| Clear loser | -10%+ drop | Any | Stop test |
Quick Reference: Which Resource for Which Challenge
| Challenge | Recommended Resources |
|---|---|
| "Need pricing strategy" | #271, #272 |
| "Competitors undercut us" | #273, #286, #287 |
| "Packaging isn't working" | #275, #276 |
| "Too much discounting" | #281, #282, #288 |
| "Planning price increase" | #280 |
| "Enterprise pricing complex" | #277, #283 |
Every resource built to the Human Standard. Every resource designed to capture the value you create.
Frequently asked questions
What is the Pricing Experimentation Framework?
A framework for running pricing experiments.
Who is the Pricing Experimentation Framework for?
It is built for CROs and their teams working on Pricing & Packaging. The AI coach adapts it to your company, stage, and goals.
How long does the Pricing Experimentation Framework take to use?
It saves roughly 35+ hours versus building from scratch. Our AI coach can tailor the framework to your situation in minutes, then hand you a step-by-step plan.
Is the Pricing Experimentation Framework free?
Yes. You can read the full framework and start getting coached through it for free. Sign in to save your tailored version and track your next steps.
How does the AI coach help with the Pricing Experimentation Framework?
The coach teaches you the framework, asks a few questions about your business, tailors the framework to you, and gives you measurable next steps to execute.