THE LIFECYCLE BRIEF  Investigations into customer growth, lifecycle, and the systems that power both.


003

Attribution or Incrementality? It’s Actually Two Different Questions.

The proof you need to make a good decision isn’t the same as the proof you need to claim you caused something to happen.

September 2026 · 12 minute read


002

How Much Personalization Is Enough?

A study of how much AI-powered personalization is actually worth building

August 2026 · 13 minute read


001

When Consumption Becomes the Customer’s Problem

Seats, usage, and outcomes are different bets on where to put the pricing meter, and each one creates a different job for lifecycle.

August 2026 · 8 minute read

GET THE NEXT BRIEF  One email when a new issue publishes.