What happens when an analytics company spends nine months teaching an LLM to understand ad revenue data? I talk with Nico Schueller, CEO and co-founder of Adomik, about how the company went from floor optimization on AppNexus to JP, its AI infrastructure for publishers.

We cover:

What’s inside Adomik’s market data set, and why accuracy matters more than completeness

Why JP is infrastructure, not an agent or a chatbot

How a semantic model makes LLM analysis of transactional data reliable

Onboarding speed, and JP’s December release with versions for AdOps, sales and yield

Whether publishers can trust their data again

When to keep a human in the loop

Nico’s contrarian view that enterprise AI belongs in enterprise software companies

This conversation is part of my series on the companies driving AI change in digital media and ad tech.

Chapters

0:00 Why I’m talking to AI-driven ad tech companies

1:29 Adomik’s origin story: AppNexus and floor optimization

3:52 Header bidding and the shift to revenue management

4:45 Building the market data set

5:35 AI and the launch of JP

6:37 What’s inside Adomik’s market data set

13:34 Directional or reliable? Completeness vs. accuracy

16:01 JP is infrastructure, not an agent

17:41 Why the semantic model matters

21:25 Revenue Analyst, Market Analyst and JP as an MCP server

22:48 How long does onboarding a new client take?

26:17 JP’s December release: JP for AdOps, Sales and Yield

28:05 Can publishers trust their data again?

31:47 Guardrails and the human in the loop

35:29 Nico’s contrarian view: enterprise AI is enterprise software

39:43 Where to learn more about Adomik

Learn more about Adomik: https://www.adomik.com/

Connect with Nico on LinkedIn: https://www.linkedin.com/in/nschueller

Article on this conversation:

https://korukeamedia.com/enterprise-ai-is-enterprise-software-what-adomik-learned-building-jp/

I’m James Deaker, The Yield Doctor. Through Korukea Media, I help publishers and ad tech companies with pricing strategy and yield management. https://korukeamedia.com/

Subscribe to The Yield Doctor Report: https://korukeamedia.com/newsletter/

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