Churney predicts each new customer’s long-term value and sends it to Meta, Google and TikTok, so they bid for the customers who pay back.
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The problem
Meta, Google and TikTok optimize toward whatever your conversion event tells them. If that event fires before customers show their value, the platform learns the wrong lesson.
The window
Most of your customer value arrives after that: repeat orders, renewals, upgrades.
The proxy
Installs, trial starts and first orders fire inside the window, so that is what bidding learns from.
The cost
You see it in cohort reports a quarter later, after the platform has already scaled the wrong audience.
Security
Read-only
Hashed in your account
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Anything that identifies a person is hashed before it is shared.
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Beyond ad platforms
The same prediction works as a reward for fine-tuning LLMs and agents.
See the reward layer →Illustrative
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