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MadScale's avatar

64.6% is best-in-class from Cello's platform data and no median for an average program is published anywhere, so plan against our own funnel instead. The Wharton study is 2006 German bank data, the margin edge fades around month 29 but the churn edge seems to hold. On the threshold the two sources just measure different things, this post puts death valley under 500 MAU while Cello's site quotes 1000 MAU as a meaningful scale bar. If engagement is really just a user count then the 2 of 3 test only has two real conditions left. We clear ACV and time to value and sit below the scale bar, so this quarter goes into activation work instead of rewards.

Kedar Garg's avatar

The dark social part of Stefan's chapter has a second layer. In Forrester's 2025 Buyers' Journey Survey, 61 percent of business buyers said they use private AI tools their company provides, and more than half of those using ChatGPT or Copilot were on a private version behind the firewall. So a peer tip in a Slack thread can get checked in an AI chat the vendor can't see either. When a referred visit goes quiet before purchase, that second check is one place it can stall. Does the Atlas data show how long referred users take between the first click and the purchase?

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