After AEO: optimizing for the agent, not the search box

Every discovery shift renames the game. SEO taught us to optimize for what a crawler ranks. AEO taught us to optimize for what an answer engine cites. Both are about retrieval — being surfaced to a human who then decides.

The agent channel is different in one important way: the agent both retrieves and decides and acts, in one loop, without a human in the middle.

Retrieval was the whole game. Now it’s step one.

Getting surfaced still matters — if the agent never considers you, nothing else does. But being surfaced is no longer the finish line. The agent goes on to try you, and that trial is where most products lose. You can win the citation and still lose the task.

So the metric changes. AEO asks “were we cited?” The agent channel asks “were we selected, and did the agent succeed with us?” Those are different questions with different fixes.

The playbook shifts from words to surfaces

AEO work is largely content: phrasing, structure, authority. Agent optimization is largely product surface:

• The quickstart the agent executes
• The tool and function descriptions it reads
• The schemas it fills
• The errors it recovers from
• The MCP server it calls

These aren’t marketing assets. They’re the interface the agent actually uses, and today most of them are written for humans and evaluated by no one.

Measure the decision, not the ranking

You can’t A/B a search ranking against an agent’s reasoning. You measure it directly: run the agents, score the runs, keep the transcripts. That’s the shift — from optimizing for the box to optimizing for the decision.

If you want to see where your product stands with real agents, that’s exactly what our free audit delivers.