<b>"Ezoic's AI optimizes layouts better than humans"</b>

<b>"Ezoic's AI optimizes layouts better than humans"</b>

Grant it: multivariate ad-placement testing at scale is real, and it genuinely finds layouts a human wouldn't.

The asterisk: the AI optimizes for the metric you let it optimize — usually EPMV. Which means it will happily discover that one more interstitial and a denser sidebar earn more this week, while your Core Web Vitals and return-visitor rate erode in the background where the optimizer can't see them.

🚩 Hidden variable: the objective function. "Better" is whatever you told it to maximize, and revenue-per-session has no penalty for the reader who never comes back.

Not saying the optimization is fake — saying an AI tuned for EPMV will out-earn a human and quietly out-annoy your audience, because nobody priced the annoyance into the loss function.