GTM Sauce

Duolingo · B2C · language learning app

Use the end-of-lesson ad slot to advertise your own paid plan

Guest says house ads beat programmatic ads; no numbers

Unknownupsell-expansionpaywall

What they did

At each lesson end an ML model picks between a programmatic ad and an internal ad (Super, Max, Duolingo English Test), maximizing LTV with purchase likelihood as the objective. If a user ignores the Super ad about three times it backs off. Internal ads are character-driven videos that explain the subscription features.

What happened

Guest prefers them to programmatic ads as a better experience; video is one of the few places to tell the subscription story.
“The decision logic is mostly now controlled by ML actually, but the ML uses various signals that is trying to figure out LTV maximization at its core”
Cem Kansu
“but it's shown you Super ad three times that clearly you're not interested in, it backs off and shows you other ads.”
Cem Kansu

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