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Infrastructure · Antti Pasila · 7 min read

AEO vs SEO: What Actually Changes (and What Doesn't)

SEO professionals are worried their skills are becoming obsolete. They're not. But the game has expanded.

Team collaborating at a table, AEO vs SEO comparison

Key takeaways

  • SEO is not dying. The fundamentals (crawlability, relevance, authority) still matter. But they're no longer the whole picture.
  • AI answer engines add a new layer: readability. Your content can rank #1 on Google and still get skipped by ChatGPT if it can't extract your facts efficiently.
  • The SEO professionals who thrive in the AI era will be the ones who add AI readability to their existing skillset, not the ones who throw out everything they know.

If you work in SEO, you've probably had this moment of doubt in the last year. You're watching ChatGPT answer a question that used to send traffic to your client's site. The AI synthesized an answer from multiple sources, cited a few, and the user never clicked a link. Your carefully optimized page, the one ranking #3 for that exact query, was not among the citations.

It's easy to panic. "SEO is dead" think-pieces are everywhere. A new acronym drops every quarter. Someone is selling a "GEO certification" that costs $2,000 and teaches you to do the same things you already do, but with more jargon.

Here's the honest answer about what changes in the AI era, and what doesn't.

1. What Stays the Same

Crawlability Still Matters

AI agents need to find your content before they can cite it. If your site isn't crawlable (blocked by robots.txt, buried in JavaScript, or structured in a way no bot can parse) you're invisible to both Google and AI assistants. The fix is the same: clean HTML, proper sitemaps, sensible robots.txt configuration. Nothing new here.

Relevance Still Matters

Your content still needs to answer the questions people are asking. An AI agent evaluating ten sources for "best project management software" will favor the source that actually addresses the question with concrete, relevant information, not the one that stuffed the most keywords. The fix is the same: understand search intent, write for humans, cover the topic thoroughly.

Authority Still Matters (But It's Changing)

Backlinks, domain age, and brand recognition are still signals. But AI agents weigh them differently than Google does. Claude correlates brand authority with visibility at 43%. ChatGPT at only 32%. Perplexity gives 3.2x more citations to content under 30 days old regardless of domain authority. Authority still helps, but it's no longer the dominant signal. A newer site with clean, structured data can compete with an established brand that has messy information architecture.

Technical SEO Still Matters

Page speed, mobile-friendliness, Core Web Vitals: these still affect your Google rankings. And Google rankings still determine whether you're in the candidate set for AI citations. Technical SEO isn't going anywhere.

2. What Changes

New Signal: Readability

This is the big one. Google indexes pages. AI assistants extract facts from pages. The difference is fundamental. A page that ranks well on Google might still fail AI extraction if key facts are in images or PDFs, pricing is hidden behind "Contact Sales," the page is 80% marketing fluff and 20% substance, or critical information requires JavaScript to render.

Google cares that your page exists and is relevant. AI assistants care that your page is readable.

New Signal: Token Efficiency

AI agents operate on token budgets. When comparing multiple sources, they favor the ones that deliver the most relevant facts for the fewest tokens. Concise, fact-dense pages beat long-winded ones. Structured data (tables, lists, schema) beats narrative prose. Plain text beats rich media for fact extraction. This is genuinely new. Google never penalized you for being verbose. AI agents effectively do.

New Signal: Fact Consistency Across Sources

AI agents cross-reference. If your website says you're open until 9 PM but your Google Business Profile says 8 PM, the agent sees a conflict. When agents see conflicts, they hedge ("the business may be open until 8 or 9 PM") or drop you entirely in favor of a competitor with consistent information. This means managing your business facts across ALL platforms matters more than it used to. Website, Google Business Profile, Yelp, industry directories: they all need to agree.

New Channel: llms.txt

This is entirely new. llms.txt is a file at your domain root that gives AI agents a structured, owner-controlled summary of your business. It's not a replacement for your website. It's a companion, a machine-readable layer that sits alongside your human-readable pages. Google does not use llms.txt for ranking. John Mueller has been clear about this. But ranking isn't the point. llms.txt is for what happens AFTER you rank: getting read, getting understood, and getting cited.

3. The Expanded SEO Playbook

Here's how the SEO playbook evolves in the AI era:

  • Keyword research: Same, but also research what AI assistants actually cite for those queries
  • On-page optimization: Same, but prioritize fact density and semantic HTML over keyword placement
  • Technical SEO: Same, plus make sure AI crawlers aren't blocked and key content renders without JavaScript
  • Link building: Same, but also earn citations in AI training data through original research and data
  • Content creation: Same, but add llms.txt as a structured companion to your best pages
  • Local SEO: Same, but make sure NAP consistency across ALL platforms, not just Google
  • Schema markup: More important than ever. It's the bridge between human-readable content and machine-readable facts

4. What SEO Professionals Should Do This Week

  1. Run an AI Readiness Audit. Scan your site (or your client's site) and see what an AI agent actually sees. Most sites score below 40 out of 100 on their first scan. The gaps are usually obvious and fixable.
  2. Deploy llms.txt. This takes 30 minutes and costs nothing. Write a structured summary of the business: what it does, key services, pricing, locations, hours, differentiators. Deploy it at the domain root. Every major AI platform looks for this file.
  3. Add or fix schema markup. If you've been putting off schema implementation, now is the time. Organization, Product, FAQ, and Review schema are the highest priority for AI discovery.
  4. Audit fact consistency. Check your website, Google Business Profile, and top 3 directory listings. Do they all agree on business name, address, phone, hours, and services? Fix the discrepancies.
  5. Restructure your most important pages. Move key facts to the top. Use tables and lists instead of paragraphs for structured information. Convert PDF menus and image-based pricing to HTML text. Make it easy for an agent to extract what it needs in the first 30% of the page.

5. The Bottom Line

SEO isn't dying. It's expanding. The fundamentals you've spent years mastering (crawlability, relevance, authority, technical excellence) are still the foundation. But there's a new floor above that foundation: AI readability.

The professionals who add this layer to their skillset will be in high demand. The ones who ignore it will watch their clients' traffic slowly shift to AI platforms where they have no presence.

The good news: the gap between AI-invisible and AI-readable is usually small. A few hours of work. A structured profile. Cleaner markup. Consistent facts. The businesses that do this now will have a multi-year head start on the ones waiting to see if this "AI thing" is real.

It is real. The agents are already crawling. Make sure they can read you. Run a free Site Scan at platinum.ai.