The AI advertising wars will cascade through the entire digital ecosystem—merchants, publishers, and advertisers all face structural changes to their business models.
For Merchants: The Protocol Tax
Merchants who spent decades reducing dependence on Amazon’s marketplace fees now face a new form of platform dependency. The question isn’t whether to pay—it’s what flavor of tax to accept.
The Google Tax (Ad-Based):
- Pay for visibility in Direct Offers
- Compete on ad spend for high-intent moments
- Retain the full customer relationship
- Risk: Branded search was already a tax; this brings that tax into the final moments before purchase
The OpenAI Tax (Transaction-Based):
- Pay only when sales complete
- Benefit from organic discovery without paid placement
- Fees refunded on returns
- Risk: Transaction fees tend to grow over time, and platforms that begin with organic results eventually layer in paid placements
The strategic implication: multi-protocol integration is now table stakes.
For Publishers: Zero-Click Accelerates
If AI agents complete purchases without ever visiting a merchant’s site, the same dynamic applies to content. When a user asks ChatGPT “what laptop should I buy?” and completes the purchase without visiting a single review site, publisher advertising models collapse.
The value extraction happens at the point of synthesis, not the point of creation. Publishers are becoming suppliers to AI platforms rather than independent advertising destinations.
For Advertisers: From Impressions to Interventions
The shift from attention-based to intention-based advertising changes what “advertising” even means:
- Old model: Pay for eyeballs. Measure impressions, clicks, conversions. Success meant reaching people before they decided
- New model: Pay for interventions. AI determines when to surface your offer. Success means being selected by AI as the right answer at the moment of decision
Advertisers are handing targeting decisions to AI systems. Creative optimization becomes less important than offer optimization. The question isn’t “how do I make my ad stand out?” but “what offer will the AI select as the best answer to this intent?”
This is part of a comprehensive analysis. Read the full analysis on The Business Engineer.








