polarisfactor – Digital Architects
29 Oct 2026·CTV & Streaming·Source: AdExchanger

Tatari Introduces Ad-Server-Level Machine Learning Optimization for CTV

Convergent TV platform Tatari has launched Tatari Max, an optimization engine integrated directly at the publisher ad-server level that routes CTV impressions based on 180M daily conversion events, improving incremental CPA by 19%.

What happened

TV buying and measurement platform Tatari has launched Tatari Max, a machine-learning optimization engine that operates directly at the publisher ad-server level via Tatari’s Upstream supply integration (connected with publishers including NBCUniversal, Paramount, Disney, and Tubi). Processing 300 TB of response data and 180 million daily conversion events, the system calculates household affinity scores to route impressions toward higher-converting viewers—delivering a 19% median improvement in incremental CPA during initial testing.

Key facts & figures

  • ·Operates at the publisher ad-server level via direct supply integrations (Upstream) rather than pure open-exchange bidding.
  • ·Trained on 300 TB of response data and 180 million daily conversion events.
  • ·Delivered a 19% median improvement in incremental CPA across test campaigns.
  • ·Positions transparent, A/B-tested CTV optimization against walled-garden black-box tools (Performance Max, Advantage+).

Key questions for investors and operators

When evaluating transactions, technology stacks, or commercial partnerships in this space, we recommend looking closely at three questions:

Does the platform optimize on true incremental lift (verified via continuous holdout/A/B testing) or merely claim last-touch attribution credit?
How deep is the integration into publisher ad servers (direct decisioning vs. standard downstream DSP bidding)?
How does the conversion feedback loop operate when third-party IP or device identifiers are restricted?

Companies & platforms involved

Tatari

Convergent TV buying and measurement platform launching Tatari Max.

NBCUniversal, Paramount, Disney & Tubi

Streaming publishers integrated with Tatari's Upstream supply-side stack.

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