✓ Clean ROAS you can trust
Whale-adjusted, statistically sound, aligned across every revenue source — MMPs, ad networks and stores.
This is not a reporting tool. It is a decision tool —
built on whale detection and a Bayesian statistical model.
Cohortful takes your campaign data, applies a single statistical methodology to every cohort, and returns a confidence range with a clear signal on every campaign: scale or stop.
PROBLEM
Your campaigns look profitable. ROAS is positive, you keep spending. But the money doesn't come back. Because the number AppsFlyer, Adjust and most ad networks show you includes whales who could never appear in your next cohort — and the standard ROAS calculation has no way to account for it.
This isn't a data problem.
It's a methodology problem.
Cohortful fixes it.
HOW IT WORKS
Cohortful uses a Bayesian statistical model. Instead of a single average number, it computes a probability distribution — accounting for cohort size, detecting whale users, and using your historical cohorts as a prior.
The result: not just a value. A signal you can trust.
Two analysts looking at the same data will make different calls — different revenue alignment choices, different treatments of small cohorts. Cohortful removes that variability. Same methodology applied to every cohort, automatically, without human interpretation in the middle.
REAL EXAMPLE
Cohort: 300 users · CPI $3 · D7 spend $900 · Top 10% of users generate 70% of revenue — including 3 whales at $40 each.
| Standard tools | Cohortful | |
|---|---|---|
| D7 Revenue | $252 | $252 |
| D7 ROAS | 0.28x (actual) | 0.09x–0.21x, 90% CV* (expected) |
| Signal | SCALE | STOP |
* CV — Confidence Variability range. Shows where the true ROAS is likely to fall based on Cohortful's Bayesian model, accounting for whale probability and cohort size.
Same revenue. Same day. Standard tools take the actual number at face value. Cohortful asks what happens next — and the range says this cohort won't repeat. You scale on $252. The next cohort delivers $130.
WHAT YOU GET
Whale-adjusted, statistically sound, aligned across every revenue source — MMPs, ad networks and stores.
Scale or Stop — with the reasoning behind it.
From D0.
No analyst variation.
No "it depends who ran the numbers."
Every cohort treated the same way, every time.
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