For decades, media planning operated on a simple model: audiences consume content on publisher platforms, and brands buy access to those audiences through advertising. Every metric — reach, frequency, CPM, viewability — was built around this model.
AI intermediation breaks the chain. The audience asks a question. The AI provides the answer. The publisher's content was used to train or inform the AI's response, but the audience never visits the publisher. Your ad was on the publisher's site, but the audience was never on the publisher's site.
The industry response has been to pretend this isn't happening. CPMs are still calculated on publisher traffic. Media plans still optimise for placement on publisher properties. Measurement still assumes a direct relationship between ad exposure and audience attention. It's like planning a newspaper advertising campaign in 2010 — technically you can still do it, but you're optimising for a distribution channel that's in structural decline.
The money hasn't followed the attention because admitting the shift means admitting that a significant portion of current media spend is waste. And nobody in the media buying chain — agency, ad tech intermediary, or publisher — is incentivised to admit that.