PM Pricing Experiments
(2026 Edition)
6 things to test, 5 approaches, 5 gotchas to watch for, and 6 metrics to track.
Build PM Pricing Skills Daily — Free →6 Things to Test
Price points (₹499 vs ₹699 vs ₹999)
Packaging (what's included in each tier)
Billing cadence (monthly vs annual vs quarterly)
Free-tier limits (how much value given away)
Trial length (7 vs 14 vs 30 days)
Payment methods (UPI, card, wallet, cash)
5 Testing Approaches
New-user only tests
Test new pricing with new signups; existing users grandfathered. Safest approach.
Geography-based rollout
Test in one geography first; expand if metrics hold
Cohort-based tests
Show different prices to different cohorts for a limited time
Willingness-to-pay surveys
Not a real test but provides directional signal before commiting
Van Westendorp analysis
4-question survey on price sensitivity — good for exploring ranges
5 Gotchas to Watch For
Legal risk in some markets — showing different prices to different users has regulatory risk
Discoverability risk — users who find out they're paying more lose trust fast
Small sample problem — pricing conversion is usually small %; need big samples
Long test windows — users decide over days/weeks, not minutes
Existing user backlash — grandfather always; don't change prices on actively paying users
6 Metrics to Track
Conversion rate to paid (primary)
Average Revenue Per User (ARPU)
Total revenue (conversion × ARPU)
Retention of paid users (some pricing attracts wrong-fit users)
Support tickets about pricing (are users complaining?)
LTV — long-term, not just first-purchase
FAQ
Should PMs A/B test pricing?
Carefully. Price discrimination can erode trust if users discover it. Safer approaches: test new pricing with new users only (grandfather existing), test geographically, or run surveys to explore ranges. Pure A/B tests on pricing in consumer products are riskier than feature tests.
What's the biggest pricing experiment mistake?
Optimising for conversion, not LTV. Lower prices increase conversion but may attract users who churn faster. PMs who only look at conversion miss that the 'winning' variant has lower LTV. Always measure full funnel including retention, not just 'did they pay today?'
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