Tinuiti CEO: AI Agents Fail Without Clean Data Foundations

AI agents will be commodity technology within twelve months, and the agencies that win will be the ones that did the boring data work first, according to Abbey Klaassen, CEO of independent performance agency Tinuiti.

Speaking on the AdExchanger Talks podcast, Klaassen said the industry's rush to show off agentic AI is misplaced. Agents are only useful if the data feeding them is clean and connected, and that requires unglamorous foundational work that most of Adland is skipping.

"Twelve months from now, I don't think agents are going to be that hard to build and execute," Klaassen said. "The differentiator will be the quote unquote 'boring' stuff."

Tinuiti has been doing that work since well before agentic AI took over every conference agenda, she said. Much of it happens inside Bliss Point, the agency's proprietary tech stack. Bliss Point began as a measurement tool but is evolving into what Klaassen calls "a governed agent-enabled orchestration system" — in plainer terms, a hub where Tinuiti, its clients and AI agents all work from the same clean data, with humans signing off on what the agents do.

'Human as judge,' not 'human in the loop'

Klaassen pushed back on the industry's standard framing for AI oversight. Rather than keeping a "human in the loop," the accepted parlance, she prefers "human as judge": agents do the legwork, but a person always makes the final decision.

That oversight matters because the decisions themselves are getting harder. CMOs now juggle a media mix that keeps splintering across channels.

"Any one channel on its own isn't that hard," Klaassen said. "What's hard is holding them all at once and understanding how $1 in retail media affects your CTV performance, or how creative fatigue in social shows up three weeks later in your incrementality numbers."

Her prescription: stop optimizing channels one at a time and look at the whole picture.

"The CMO doesn't have a Google problem or a Meta problem or a TV problem," she said. "They have a business problem."

What else the episode covers

Klaassen also addressed:

• The hidden cost of juggling too many vendors
• Measuring brand and performance together
• Why agency compensation needs to evolve in the age of AI
• Her move from covering agencies as a journalist at Ad Age to running one

The through-line of the conversation is structural. As agent-building becomes table stakes, competitive advantage shifts to the governed data infrastructure underneath — the work no one puts on a conference stage.

For agencies and CMOs, the practical takeaway is sequencing: invest in clean, connected, human-governed data now, because in a year the agents themselves won't be the differentiator.