AppLovin benefits from cheaper cognition because better models improve ad matching and expand performance budgets, while its value capture is take-rate tied to embedded supply,
telemetry, and compliance gates rather than seat pricing. It is not a thin UI, but privacy-rule changes and potential take-rate compression keep it below true AI infrastructure winners.