How to feed predicted LTV back into ad platforms without letting a noisy model burn your budget.
Send a conservative 90-day predicted value, not a 24-month one. Long horizons make the model confident and wrong.
Cap the predicted value at the 95th percentile so a handful of whales do not distort the bidding signal.
Validate monthly by comparing predicted against realised value for the cohort that has now matured. Drift above 15% means retrain.
Sizing data, photography honesty and a smarter post-delivery check-in. What moved the needle across four apparel brands.
Monthly churn averages hide the two moments customers actually leave. Cohort curves show you exactly where to intervene.
Own the identity layer, and the next tracking change becomes an inconvenience rather than a crisis.
