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# Tatari launches Max, an ML engine to match CTV ads to the right audience
- URL: https://www.medianexis.com/tatari-launches-max-an-ml-engine-to-match-ctv-ads-to-the-right-audience/
- Published: 2026-11-02T15:22:24.000Z
- Updated: 2026-11-02T15:22:24.000Z
- Description: AdExchanger’s Joanna Gerber reports that Tatari launched Tatari Max, an ad-server-level optimization engine that uses machine learning to decide which TV ads to serve which audiences.
- Author: The Signals Desk
- Tags: Ad-tech, AI, Joanna Gerber, Tatari CTV ad matching product launch

**Why it matters.** Advertisers gain a cross-publisher optimization layer that spans direct and programmatic CTV inventory, rather than being locked into a single walled garden like Meta’s or Google’s self-serve tools.

*Signal from* [*adexchanger.com*](https://adexchanger.com/?ref=medianexis.com) *·* [*Joanna Gerber*](https://www.medianexis.com/tag/by-joanna-gerber/) *·* [*read the original*](https://www.adexchanger.com/tv/tatari-gives-ctv-ad-matching-the-max-treatment/?ref=medianexis.com)*.*