AEO vs SEO: Hype, Rebrand, or a Completely Different Game?

Written by
William Lee
October 19, 2026
8 min read
Answer engine optimization (AEO) is not SEO with a new name, and it is not hype. The job changed: AI now does the searching, grading, and recommending that your customers used to do themselves, and it cites sources while it works.

Introduction

Answer engine optimization (AEO) is not SEO with a new name, and it is not hype. The job changed: AI now does the searching, grading, and recommending that your customers used to do themselves, and it cites sources while it works.

Here's what the Webflow experts themselves are saying:

"Good AEO is a team sport, and our research found that most companies aren't ready for the field."
Guy Yalif, Chief Evangelist at Webflow, after studying 2,000 websites
"For the first time, it wasn't just the platforms changing, it was the fundamental way people were searching for brands."
Vivian Hoang, SEO and AEO Lead at Webflow
"You don't need to have it all figured out. You just need to start paying attention to what AI is saying about you. That's step one."
Marissa Kraines, VP of Brand at Webflow

Three quotes, one message: the buyer's search behavior changed, almost nobody is ready for it, and the work starts with listening to what AI already says about you.

For two decades, being found online worked one way. A customer typed a few words into Google, scanned a list of links, clicked a few, compared them, and made up their own mind. SEO was the discipline of getting your page higher in that list.

That model is breaking. When Forrester found that 95% of B2B buyers plan to use generative AI in their buying process this year, it wasn't a new marketing channel. It was a new buyer behavior.

Here's what actually changed, what the data says, and what to do about it.

What SEO optimized for

SEO optimized for a rank in a list of links.

In the search engine era, the user did the analysis work. They searched, graded the results, sorted through them, gathered information from several tabs, and only then narrowed their choices or made a recommendation. Your website's job was to be one of the ten blue links they clicked while doing it.

An entire industry grew up around that one job: keyword research, backlink strategy, technical site health, domain authority.

Vivian Hoang, Webflow's SEO and AEO lead, lived through every iteration of it: "Mobilegeddon, voice search, AMP. But all of those shifts proved that SEO as a role and an industry was more important than ever."

Then the model itself changed. Not the platforms, the people.

What changed

AI now does the search, the sorting, and the recommendation.

Ask ChatGPT, Gemini, or Perplexity a question about your industry and it does the whole chain in one turn: search the sources, grade them, pull the facts, and hand back a single answer with citations. The user no longer visits five sites. They read one answer.

The data shows how fast this happened:

  • 51% of marketers say they would start their short lists with answer engines more often than Google (G2).
  • 69% changed the software they bought because of LLMs (G2).
  • More than half of all searches are now zero-click: the answer appears on the page, and no link gets tapped.
  • 94% of the B2B buyer journey now starts in AI, with buyers moving "through discovery, consideration, comparison, and purchase intent, all within a single conversation," as Inna Meklin, Director of Digital Marketing at LinkedIn, put it in Webflow's AEO readiness roundtable.

The queries themselves changed shape. As Guy Yalif, Chief Evangelist at Webflow, has explained across multiple webinars:

"When we all learned to speak Google, our average query was four words long. With LLMs, it's 23 words long and growing."

By the end of a conversation, prompts run hundreds or thousands of words. That longer tail is real traffic: LLMs send visitors to 2.5x the number of domains that search did (The Answer Engine, ep. 2).

And here's the uncomfortable stat. Webflow analyzed 2,000 websites for its AEO Maturity Index and found the median company was cited with a link in just 6% of AI answers about its space.

Almost everyone is invisible to the AI that is now recommending in their industry. That's the exact gap Guy Yalif's team-sport warning above is aimed at.

The hype test

Every past search shift was hype. This one has a measurement gap.

Skepticism is healthy here. Every few years, SEO gets declared dead and reborn with a new acronym. So how do you know AEO is different?

First, because it isn't a platform change. As Vivian Hoang's quote up top puts it, Mobilegeddon changed rankings. This changed the searcher.

Second, because the confusion is measurable. 68% of leaders think they're AEO-ready, but only 26% of practitioners say they're actually implementing it. If AEO were just SEO with a new label, that gap couldn't exist. You'd already be doing it.

Third, because Webflow itself is moving real money on the basis of AEO. Marissa Kraines, Webflow's VP of Brand:

"AEO is actively informing where we concentrate our brand marketing dollars. When you understand that everything (social, community, PR, the conversations happening) is feeding into what AI says about you, you start budgeting for it."

Fourth, because unclear content has a visible cost. When answer engines mention a company, they only describe it accurately 63 out of 100 times, and they pull through the brand's intended message just 24 out of 100 times (Webflow AEO Maturity Index).

As Jess Fain, Senior Director of Product at Webflow, warns about AI agents generally: they're "high-risk members: entry-level employees who hallucinate, who make mistakes."

AI is already talking about your business. If it isn't getting the message right, that's your website's job to fix.

What AEO actually demands

Give the AI a direct answer it can lift and cite.

AI systems prefer pages with clear definitions, concise explanations, and question-based headings. A well-structured AEO page gives them what they need up front: a direct answer, followed by enough context and proof that the answer is worth citing.

In practice:

  1. Answer the question in the first two sentences. AI pulls quotable blocks, and the most quotable blocks are short. Most Google answer boxes run 54-58 words.
  2. Use the pyramid structure. Start with the direct answer, then expand into detail, examples, and proof, with one idea per short paragraph.
  3. Match the format to the question's intent. As Vivian Hoang, Webflow's SEO and AEO lead, puts it: "The key here is really to match the format with the intent behind the question." A comparison question gets a table; a how-to gets steps.
  4. Add FAQ sections. They're the highest-yield format for AI extraction, and they double as People Also Ask fodder.
  5. Keep your entity story consistent. Your name, logo, contact details, and descriptions should match everywhere. AI stitches these together to decide what to say about you.
  6. Publish an llms.txt file. It tells AI tools which pages to read, in their own language.
  7. Measure how you actually show up. Fay, Senior Product Manager on Webflow's AEO product: "If you can't see how you specifically are showing up, then it's really hard to change anything about that."

None of this replaces SEO. Schema markup, site health, and content quality still matter. AEO sits on top of them.

Vivian Hoang again, on where AEO actually starts: "having that solid SEO foundation in place and having that technical foundation in place is really important" (Building for AEO: Ownership, agencies, and execution).

AEO vs SEO: the comparison

SEOAEO
GoalRank pages in a listBe cited as the source in an answer
Success metricRanking, clicks, trafficCitation rate, share of voice, AI-referred sessions
User behaviorScan links, clickRead one generated answer
Query shape4-word keywords23-word conversational prompts, multi-turn
Who does the analysisThe userThe AI
Content requirementKeyword coverage and authorityDirect answers, concise, extractable, entity-clear
Result stabilityRankings change slowlyProbabilistic: answers differ run to run
OverlapBoth need technical health, schema, and content quality

The skeptic's questions, answered

"Is AEO (or GEO) just SEO with a new name?"

No, because the unit of success changed. As practitioners put it in the ongoing Reddit debate: "Traditional SEO gets you ranked. AEO gets you cited. They are completely different."

A rank is a position in a list. A citation is your brand's words inside the answer.

"If I do normal SEO well, won't I rank in LLMs anyway?"

Partly, which is exactly why AEO is not a replacement for SEO. But ranking inputs and citation inputs don't fully overlap. AI favors direct answers, question-based structure, and consistency across the web, not just keyword coverage and links.

"Aren't we just chasing whatever the AI wants this month?"

Eli Schwartz, a growth advisor who's advised Fortune 500s on search, puts the counterintuitive case: "Don't optimize for any LLM... optimize for humans, because AI systems are trying to mimic humans."

The best AEO is just clear, honest answers to real customer questions. That's not a moving target. That's your business.

Conclusion

Most companies are invisible in the AI answers that matter to them, and the fix is structural, not magical. Coherent is a Webflow and AEO agency that audits your AI visibility, fixes the technical and content gaps, and monitors your citations monthly.

If that sounds like a lot, take Marissa Kraines' advice from the top: start by paying attention to what AI says about you. We can take it from there.

Sources: Webflow AEO Maturity Index (2,000-site study), G2, Forrester, and Webflow's AEO webinar series. Expert quotes linked to their original videos and articles.

AEO vs SEO: Hype, Rebrand, or a Completely Different Game?

Written by
William Lee
October 19, 2026
8 min read
Answer engine optimization (AEO) is not SEO with a new name, and it is not hype. The job changed: AI now does the searching, grading, and recommending that your customers used to do themselves, and it cites sources while it works.

Introduction

Answer engine optimization (AEO) is not SEO with a new name, and it is not hype. The job changed: AI now does the searching, grading, and recommending that your customers used to do themselves, and it cites sources while it works.

Here's what the Webflow experts themselves are saying:

"Good AEO is a team sport, and our research found that most companies aren't ready for the field."
Guy Yalif, Chief Evangelist at Webflow, after studying 2,000 websites
"For the first time, it wasn't just the platforms changing, it was the fundamental way people were searching for brands."
Vivian Hoang, SEO and AEO Lead at Webflow
"You don't need to have it all figured out. You just need to start paying attention to what AI is saying about you. That's step one."
Marissa Kraines, VP of Brand at Webflow

Three quotes, one message: the buyer's search behavior changed, almost nobody is ready for it, and the work starts with listening to what AI already says about you.

For two decades, being found online worked one way. A customer typed a few words into Google, scanned a list of links, clicked a few, compared them, and made up their own mind. SEO was the discipline of getting your page higher in that list.

That model is breaking. When Forrester found that 95% of B2B buyers plan to use generative AI in their buying process this year, it wasn't a new marketing channel. It was a new buyer behavior.

Here's what actually changed, what the data says, and what to do about it.

What SEO optimized for

SEO optimized for a rank in a list of links.

In the search engine era, the user did the analysis work. They searched, graded the results, sorted through them, gathered information from several tabs, and only then narrowed their choices or made a recommendation. Your website's job was to be one of the ten blue links they clicked while doing it.

An entire industry grew up around that one job: keyword research, backlink strategy, technical site health, domain authority.

Vivian Hoang, Webflow's SEO and AEO lead, lived through every iteration of it: "Mobilegeddon, voice search, AMP. But all of those shifts proved that SEO as a role and an industry was more important than ever."

Then the model itself changed. Not the platforms, the people.

What changed

AI now does the search, the sorting, and the recommendation.

Ask ChatGPT, Gemini, or Perplexity a question about your industry and it does the whole chain in one turn: search the sources, grade them, pull the facts, and hand back a single answer with citations. The user no longer visits five sites. They read one answer.

The data shows how fast this happened:

  • 51% of marketers say they would start their short lists with answer engines more often than Google (G2).
  • 69% changed the software they bought because of LLMs (G2).
  • More than half of all searches are now zero-click: the answer appears on the page, and no link gets tapped.
  • 94% of the B2B buyer journey now starts in AI, with buyers moving "through discovery, consideration, comparison, and purchase intent, all within a single conversation," as Inna Meklin, Director of Digital Marketing at LinkedIn, put it in Webflow's AEO readiness roundtable.

The queries themselves changed shape. As Guy Yalif, Chief Evangelist at Webflow, has explained across multiple webinars:

"When we all learned to speak Google, our average query was four words long. With LLMs, it's 23 words long and growing."

By the end of a conversation, prompts run hundreds or thousands of words. That longer tail is real traffic: LLMs send visitors to 2.5x the number of domains that search did (The Answer Engine, ep. 2).

And here's the uncomfortable stat. Webflow analyzed 2,000 websites for its AEO Maturity Index and found the median company was cited with a link in just 6% of AI answers about its space.

Almost everyone is invisible to the AI that is now recommending in their industry. That's the exact gap Guy Yalif's team-sport warning above is aimed at.

The hype test

Every past search shift was hype. This one has a measurement gap.

Skepticism is healthy here. Every few years, SEO gets declared dead and reborn with a new acronym. So how do you know AEO is different?

First, because it isn't a platform change. As Vivian Hoang's quote up top puts it, Mobilegeddon changed rankings. This changed the searcher.

Second, because the confusion is measurable. 68% of leaders think they're AEO-ready, but only 26% of practitioners say they're actually implementing it. If AEO were just SEO with a new label, that gap couldn't exist. You'd already be doing it.

Third, because Webflow itself is moving real money on the basis of AEO. Marissa Kraines, Webflow's VP of Brand:

"AEO is actively informing where we concentrate our brand marketing dollars. When you understand that everything (social, community, PR, the conversations happening) is feeding into what AI says about you, you start budgeting for it."

Fourth, because unclear content has a visible cost. When answer engines mention a company, they only describe it accurately 63 out of 100 times, and they pull through the brand's intended message just 24 out of 100 times (Webflow AEO Maturity Index).

As Jess Fain, Senior Director of Product at Webflow, warns about AI agents generally: they're "high-risk members: entry-level employees who hallucinate, who make mistakes."

AI is already talking about your business. If it isn't getting the message right, that's your website's job to fix.

What AEO actually demands

Give the AI a direct answer it can lift and cite.

AI systems prefer pages with clear definitions, concise explanations, and question-based headings. A well-structured AEO page gives them what they need up front: a direct answer, followed by enough context and proof that the answer is worth citing.

In practice:

  1. Answer the question in the first two sentences. AI pulls quotable blocks, and the most quotable blocks are short. Most Google answer boxes run 54-58 words.
  2. Use the pyramid structure. Start with the direct answer, then expand into detail, examples, and proof, with one idea per short paragraph.
  3. Match the format to the question's intent. As Vivian Hoang, Webflow's SEO and AEO lead, puts it: "The key here is really to match the format with the intent behind the question." A comparison question gets a table; a how-to gets steps.
  4. Add FAQ sections. They're the highest-yield format for AI extraction, and they double as People Also Ask fodder.
  5. Keep your entity story consistent. Your name, logo, contact details, and descriptions should match everywhere. AI stitches these together to decide what to say about you.
  6. Publish an llms.txt file. It tells AI tools which pages to read, in their own language.
  7. Measure how you actually show up. Fay, Senior Product Manager on Webflow's AEO product: "If you can't see how you specifically are showing up, then it's really hard to change anything about that."

None of this replaces SEO. Schema markup, site health, and content quality still matter. AEO sits on top of them.

Vivian Hoang again, on where AEO actually starts: "having that solid SEO foundation in place and having that technical foundation in place is really important" (Building for AEO: Ownership, agencies, and execution).

AEO vs SEO: the comparison

SEOAEO
GoalRank pages in a listBe cited as the source in an answer
Success metricRanking, clicks, trafficCitation rate, share of voice, AI-referred sessions
User behaviorScan links, clickRead one generated answer
Query shape4-word keywords23-word conversational prompts, multi-turn
Who does the analysisThe userThe AI
Content requirementKeyword coverage and authorityDirect answers, concise, extractable, entity-clear
Result stabilityRankings change slowlyProbabilistic: answers differ run to run
OverlapBoth need technical health, schema, and content quality

The skeptic's questions, answered

"Is AEO (or GEO) just SEO with a new name?"

No, because the unit of success changed. As practitioners put it in the ongoing Reddit debate: "Traditional SEO gets you ranked. AEO gets you cited. They are completely different."

A rank is a position in a list. A citation is your brand's words inside the answer.

"If I do normal SEO well, won't I rank in LLMs anyway?"

Partly, which is exactly why AEO is not a replacement for SEO. But ranking inputs and citation inputs don't fully overlap. AI favors direct answers, question-based structure, and consistency across the web, not just keyword coverage and links.

"Aren't we just chasing whatever the AI wants this month?"

Eli Schwartz, a growth advisor who's advised Fortune 500s on search, puts the counterintuitive case: "Don't optimize for any LLM... optimize for humans, because AI systems are trying to mimic humans."

The best AEO is just clear, honest answers to real customer questions. That's not a moving target. That's your business.

Conclusion

Most companies are invisible in the AI answers that matter to them, and the fix is structural, not magical. Coherent is a Webflow and AEO agency that audits your AI visibility, fixes the technical and content gaps, and monitors your citations monthly.

If that sounds like a lot, take Marissa Kraines' advice from the top: start by paying attention to what AI says about you. We can take it from there.

Sources: Webflow AEO Maturity Index (2,000-site study), G2, Forrester, and Webflow's AEO webinar series. Expert quotes linked to their original videos and articles.

Frequently Asked Questions

What is answer engine optimization (AEO)?

Is AEO just SEO with a new name?

Which companies offer answer engine optimization?

How is AEO different from SEO?

How do you do answer engine optimization?

Ready to build something coherent?

Let's talk. We're dedicated to bringing your vision to life.

sample glossary link
search-intent
Search intent
The reason behind a search - learning, comparing, or buying. "What is AEO" and "AEO agency near me" are different intents and need different content.
featured-snippet-people-also-ask
Featured snippet / People Also Ask
Google's answer boxes that appear above or inside the link list. Like FAQ blocks, they're easy pickings for AI answer engines.
robots-txt
robots.txt
A file that tells crawlers what to read and what to skip. It's how you keep draft or private pages out of search results.
sitemap
Sitemap (sitemap.xml)
A file listing every page on your site, submitted so crawlers can find them all.
core-web-vitals
Core Web Vitals
Google's speed and usability scores for your pages. Slow, awkward pages get buried in both search and AI citations.
ga4
GA4 (Google Analytics 4)
Google's free dashboard showing who visits your site and where they come from - including AI-referred visitors. The default way to measure whether all of this is working.
ai-referred-traffic
AI-referred traffic
Visits to your website that started with an AI answer. You can see this in analytics as a traffic source, alongside Google and social.
sentiment
Sentiment
Whether the AI describes your brand positively, neutrally, or negatively. AI usually reflects what your site and third-party pages say, so sentiment is fixable.
mention-rate
Mention rate
How often your brand is mentioned at all in AI answers, with or without a link. Mentions matter because they shape what customers remember.
citation-rate
Citation rate
The percentage of AI answers about your industry that cite your website as a source. Most companies today are cited in well under 10% of answers - the bar is low and the opportunity is real.
share-of-voice
Share of voice
How often AI answers mention your brand compared to competitors. This replaces "keyword ranking" as the scoreboard in an AI-search world.
faq-content
FAQ content
Question-and-answer blocks on your pages. Both Google and AI tools lift answers straight from these, which makes them one of the easiest AEO wins.
authority-e-e-a-t
Authority / E-E-A-T
How trustworthy search engines and AI judge your site: Experience, Expertise, Authoritativeness, and Trust. Show who writes your content and why they know the topic.
indexing
Indexing
Being stored in a search engine's or AI system's database so you can appear in results. A crawled page that isn't indexed is invisible.
crawling
Crawling
The process of search and AI bots reading your website. If bots can't read your pages, you can't rank or be cited.
llms-txt
llms.txt
A small file on your website that tells AI tools which pages to read. Think of it as a table of contents written for robots.
entity
Entity
The machine-readable version of who your business is: consistent name, logo, contact details, and social profiles across the web. AI tools stitch these together to decide what to say about you.
schema-markup
Structured data / schema markup
Extra code on your pages that spells out what your content is - your business name and address, FAQs, reviews, articles - in a format machines can read. It is the difference between "a webpage" and "a business record."
rag
RAG (Retrieval-Augmented Generation)
How answer engines work: they first pull real content from the web, then generate an answer from it. This is why your website copy feeds AI answers - and why AEO works at all.
hallucination
Hallucination
When AI confidently says something false. For a business, this matters: an AI may describe your services, pricing, or hours incorrectly, and customers will believe it unless your website tells the correct story.
ai-citation
AI citation / AI mention
When an answer engine names your business or links your site as a source. Being cited builds trust; being left out means AI customers never hear about you.
geo
GEO (Generative Engine Optimization)
The same practice as AEO under a different name. Treat them as one thing.
aeo
AEO (Answer Engine Optimization)
Getting your business cited and recommended when customers ask AI tools about your industry. If SEO is ranking in a list, AEO is being the named source in the answer.
ai-overview
AI Overview (AIO)
Google's AI answer box at the top of some search results. It summarizes sources - including possibly your website - before the regular link list.
generative-ai
Generative AI (gen AI)
AI that creates new text, images, or code rather than just finding existing content. ChatGPT is the most famous example.
llm
LLM (Large Language Model)
The AI technology behind answer engines. It predicts text based on patterns learned from huge amounts of writing. When people say "the AI," they usually mean an LLM.
answer-engine
Answer engine
A tool that answers your question directly with a written, cited answer instead of a list of links. The main ones: ChatGPT, Gemini, Perplexity, and Google's AI Overviews.
zero-click-search
Zero-click search
A search that ends without any click because the answer is shown right on the results page - a snippet, a map, or an AI answer. More than half of searches now end this way, which is the whole reason AEO exists.
click-through-rate
Click-through rate (CTR)
The share of people who see your business in results and actually click. Low CTR usually means your listing doesn't match what people searched for.
keyword
Keyword
The word or phrase a customer types, like "Webflow agency Toronto" or "SEO audit for my website." Most search and AI strategies start with knowing which keywords your customers use.
seo
SEO (Search Engine Optimization)
Improving your website so it ranks higher in search results. Historically this meant keywords, titles, and links; today it also includes feeding AI tools.
map-box
Map box (map pack)
The map Google shows for location-based searches like "dentist near me" or "webflow agency toronto," usually with three businesses listed next to it. For local searches, the map box gets most of the attention and clicks, so being in it can matter more than ranking first in the regular links.
answer-box-featured-snippet
Answer box (featured snippet)
The box at the top of some Google results that answers the question directly with a short paragraph, list, table, or video pulled from a webpage - usually with a link crediting your site. It solves the searcher's problem on the spot and can boost your click-through rate, which is why getting featured in it is worth optimizing for.
organic-results
Organic results
The unpaid listings on a results page. Unlike ads, you earn these by being relevant - that is what SEO and AEO work toward.
serp
SERP (Search Engine Results Page)
The page of results a search engine shows after someone searches. The higher your business appears on it, the more people see you.
search-engine
Search engine
The website where people type questions and get results - Google and Bing are the big two. It works by ranking pages and showing them as a list of links.