Lore

Retention Cohort Flattening Funds the Four Scalable Growth Channels

A cohort retention curve that flattens over time — rather than continuing to decay — is the signal that a user base has stabilized enough to fund scalable growth. That stabilized value shows up in one of two forms: revenue (which can be reinvested into acquisition) or content/artifacts (which can be distributed virally).

Once a base is retained and monetizing, it can fund exactly four scalable growth channels:

  1. Paid acquisition — funded by revenue.
  2. Virality/referral — existing users bringing in new ones.
  3. Content/SEO sharing — user-generated artifacts distributed and indexed externally.
  4. Sales — a funded team selling into new accounts.

The diagnostic move is to plot retention by cohort, watch for the flattening point, and then check which of these four channels the flattened base can actually fund or fuel — a marketplace or product without a flattening curve has no scalable growth model yet, regardless of which channels it's nominally running.

Measured using the Cohort Analysis Framework: Value-Action × Time. Distinct from PMF as Complaining Instead of Churning (Casey Winters), which is about defining PMF itself rather than what a stable retained base subsequently funds.