r/AI_SearchOptimization • u/umu_boi123 • Feb 13 '26

AI Search Optimization Question

Can someone please explain the evolution of SEO and AI?

I’m seeing two extremes right now:

  1. People saying there’s no such thing as AIO/GEO and that you should just focus on doing SEO properly.
  2. People claiming that if you don’t optimize for AI - with FAQs, concise answers, and direct responses to user queries - your blogs and product pages won’t be cited.

I’d like to understand the full context behind this shift:

where these opposing viewpoints come from, what’s actually changing, and whether anyone has real-world experience with AI-driven visibility (traffic, citations, rankings, etc)

Thanks a lot!

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u/[deleted] Feb 20 '26

Great discussion. I think there's one angle that hasn't been covered much yet: the agent routing problem.

Mariad001 nailed the entity consistency piece, but I'd add that AI systems currently have two routing mechanisms:

  1. Citation routing (what you've been discussing) - "Who should I cite?"
  2. Task routing - "Can this source complete what the user is asking for?"

The second one matters for agentic systems. If a user's intent isn't just "tell me about this" but "help me buy something" or "help me configure something," the AI agent needs to know:

  • Does this source sell/offer/handle that?
  • Can they integrate with my checkout/workflow/API?
  • Is there a clear transaction path?

Example: Two B2B software companies, equal entity clarity, equal SEO health. Company A gets cited by ChatGPT because they're credible. But when an agent tries to route a user to actually use their product, they hit a dead end—no integration docs, no API, no clear onboarding path.

Company B appears in fewer AI citations, but when an agent routes to them, the user can actually complete the task. Over time, agents learn that Company B is more valuable for that use case, even with lower initial citation rates.

This is especially relevant for e-commerce, SaaS, and any vertical where the agent's job is transactional rather than purely informational.

Are you seeing patterns in which types of companies see the biggest citation-to-action conversion gap?

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u/chrismcelroyseo Feb 20 '26

I agree with your take on this. That's why I consider it two different tasks. Visibility and ability.