Free tools
Calculators for experiments, prioritisation, retention and market sizing. Free, no account, and everything is calculated in your browser.
Plan an experiment
A/B test sample size calculator
How many participants each variant needs to detect the effect you care about, and how long recruiting them takes.
Minimum detectable effect calculator
The smallest conversion increase your traffic and test duration can detect reliably, as a relative uplift and in percentage points.
Read test results
A/B test results calculator
Compare two variants of a finished test: the difference in percentage points, its confidence interval and the p-value.
Statistical significance calculator
Is the gap between two groups real or noise? A p-value with a one- or two-sided test, explained with a picture.
A/B/n test results calculator
Compare three to six variants of a finished test: every pair, with a correction for multiple comparisons.
Confidence interval calculator
How precise a conversion rate is, and how many visitors you need for a tighter range.
Prioritise
RICE score calculator
Score and rank ideas by reach, impact, confidence and effort, then export the list as CSV.
ICE score calculator
A quicker way to rank ideas: impact, confidence and ease on a 1 to 10 scale.
Understand users and market
Cohort retention calculator
Paste a cohort table and see the heatmap, the average retention curve and where it flattens.
TAM, SAM and SOM worksheet
Size your market bottom-up, with every assumption visible and a low, base and high range.
NPS calculator
Your Net Promoter Score from counts or raw 0–10 answers, with its margin of error and the answers you need.
Survey sample size calculator
How many answers a survey needs for your margin of error, how many people to invite, and how precise the answers you have are.
Revenue and unit economics
LTV calculator and LTV:CAC ratio
What a customer is worth in gross profit, from ARPA, margin and churn, and whether it covers the cost of winning them.
CAC calculator
Customer acquisition cost from ad spend, other sales and marketing costs and new customers, with LTV:CAC and payback.
CAC payback period calculator
How many months until a new customer pays back its acquisition cost, with and without churn.
Churn rate and NRR calculator
Customer churn, revenue churn, GRR and NRR from one period's numbers, with monthly and annual figures.
Work with engineers
Git cheat sheet for product people
Git commands grouped by product tasks, in plain words, with danger labels, GitHub click-paths and a quick trainer.