AI that solves real scale problems: predict creative fatigue before CPL, analyze 200 ads in 10 minutes, identify microsegments the algorithm won't find alone.
After integrating AI in systems with $5M MXN/mo in spend, these are the applications that moved real KPIs and those that were hype without results.
Read article →Ads fatigue 5-7 days before CPL reflects it. The signals are in frequency, CTR decay and engagement by segment. Here's how to read them.
Read article →AI amplifies what already works. If the base system isn't solid, AI won't fix it — it amplifies in the wrong direction.
References
Primary documentation for the platforms cited on this page:
Case figures refer to the periods and accounts described in each one; they are not promises of replicable results.
Por Cesar Baz — Performance marketing, data and AI consultant
Publicado el · Actualizado el