The AEO Audit Checklist: What to Fix First

Written by
William Lee
October 19, 2026
10 min read
Failed your AEO audit? Don't fix blind. Research first: SWOT your own site with a tool like Ahrefs, check what competitors get cited for, and mine Reddit and Quora for real questions. Then fix in priority order.

Introduction

Failed your AEO audit? Don't fix blind. Research first: SWOT your own site with a tool like Ahrefs, check what competitors get cited for, and mine Reddit and Quora for real questions. Then fix in priority order.

You ran a free AEO audit, got a low score, and now you're staring at a dashboard full of warnings. Low visibility. Weak sentiment. Competitors showing up instead of you.

As one business owner put it on Reddit:

"The data's there... but it's not always obvious what to fix first."

That's exactly what this checklist answers. It's the basic AEO checklist in fix order, step by step, with the reasoning from the people who have actually done it.

What your audit actually measured

Most audit failures are fundamentals, not strategy.

When Webflow analyzed 2,000 websites for its AEO Maturity Index, the results looked like a to-do list, not a research paper:

  • 62% of companies have broken internal links
  • 60% are missing basic SEO metadata
  • 54% have updated less than one tenth of their content in the last six months
  • 73% are mentioned in fewer than a quarter of the places LLMs cite for their category

Overall maturity landed at 2 out of 5, with Content scoring 1 and Technical scoring 1. Why? Webflow's explanation is worth reading twice:

"One realistic explanation is that fixes have historically required an engineer and a marketer to be in a room together at the same time."

Step 1: Research before you fix

SWOT your own site, your competitors, and the platforms AI actually cites.

The audit told you you're failing. It didn't tell you what winning looks like in your space. Before touching a single page, work through these three:

1. SWOT your own site

Run a technical and on-page audit in a tool like Ahrefs (site audit, broken links, organic keywords). Your strengths are the content already earning visibility, so protect those. Your weaknesses are the gaps from the AEO audit.

This gives you the fix list for the steps ahead.

2. Competitor research

For the questions your customers ask AI, see who actually shows up. Which competitors get cited, which pages of theirs get lifted, and where you're absent.

Your audit score matters less than the gap between you and whoever AI currently recommends.

3. Mine Reddit and Quora for real questions

Michael Huard, Senior Content Marketing Manager at Webflow, on where the questions live:

"Digging through Reddit's various communities and following engaged threads are gold mines for insight into what questions your content can answer."

The threads where people argue about your category are a free, always-current list of the prompts your customers type.

Why these platforms specifically? Because they're where the citations come from. Webflow's maturity model flags that AI systems prioritize "strategic presence on platforms AI systems prioritize such as Reddit, Quora, and YouTube."

And Webflow's AEO team, on their From insight to action webinar, is even more specific about what answer engines value as "authentic human content":

"Think G2, LinkedIn, Reddit, and YouTube. YouTube is the number one cited domain... across the four big LLMs to date. And they are not crawling your video... what they are crawling is the transcript."

So Step 1's output is simple: a one-page research brief with your site's SWOT, the competitors AI cites instead of you, and a list of real questions from Reddit and Quora. Everything after this is execution on that brief.

Step 2: Fix the technical fundamentals

Broken links, missing metadata, and indexing come first. Everything else builds on them.

If an AI crawler can't read your pages cleanly, nothing else you do matters. Vivian Hoang, Webflow's SEO and AEO lead, is direct about the order of operations: "having that solid SEO foundation in place and having that technical foundation in place is really important."

The basics, pulled from the practitioner checklists making the rounds on Reddit:

  1. Set up Google Search Console, Bing Webmaster Tools, and GA4
  2. Generate and submit your XML sitemap
  3. Check robots.txt isn't blocking anything important
  4. Fix the broken internal links your audit flagged
  5. Add the missing page titles and meta descriptions (60% of sites are missing them)
  6. Confirm your important pages are indexed
  7. Check AI crawlers can access your content

This is also the section that explains most low scores. Fix these and you've already done the work most companies never do.

Step 3: Answer the question, then add FAQs

FAQ content is the fastest AEO win. Test it before anything else.

Kevin Indig, one of the most respected AI search consultants, has seen the same pattern in every study:

"Strong impact shown over and over again; test FAQ first to get a win."

Why do FAQs work so well? Because AI answer engines answer questions. The average LLM prompt is now 23 words long: conversational, specific, and framed as a question.

Pages built around question-based headings and short answers are exactly what those prompts are fishing for.

The format that gets lifted:

  • Put the direct answer in the first two sentences. AI pulls quotable blocks, and the best quotable blocks are short. Most Google answer boxes run 54-58 words.
  • Match the format to the intent. As Vivian Hoang 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.
  • One idea per short paragraph. Dense walls of text bury the answer, and AI skips them.

And if you only had time for one content move, Guy Yalif, Webflow's Chief Evangelist, would tell you to do two things: "answer questions and refresh it."

Step 4: Schema and llms.txt (do them)

Schema and llms.txt are cheap futureproofing. Add them, then move on.

A common audit trap is treating schema markup as the main event. It isn't. Kevin Indig's priority framing again: "Implement schema if you can, but don't make it the top priority; it may lift citations."

Same story for llms.txt, the file that tells AI tools which pages to read: "Have it on your list but lower than schema; it's futureproofing and takes little effort."

Step 4 in practice:

  1. Add Article and FAQ schema (including Question and Answer types) to your key pages
  2. Publish an llms.txt file with your most important pages
  3. Move on. Neither of these is where the win comes from

Step 5: Measure how AI sees you

You can't fix what you can't see. Check your prompts before your scoreboard.

Fay, Senior Product Manager on Webflow's AEO product, puts the measurement problem simply:

"If you can't see how you specifically are showing up, then it's really hard to change anything about that."

The cheap version: ask the answer engines yourself. Run the questions your customers actually ask (logged out, from a fresh session) through ChatGPT, Gemini, Perplexity, and Google AI Overviews.

Log who shows up, whether you're cited, and whether the AI describes you accurately.

Configure an AI traffic report in GA4

While you're at it, wire up the receiving end so you can see what AI sends your way:

  1. In GA4 Admin, open Data display > Channel groups, and create a new channel group called "AI traffic"
  2. Add a new channel and set the matching rule to the known AI sources: chatgpt.com, chat.openai.com, perplexity.ai, gemini.google.com, copilot.microsoft.com, claude.ai, and any AI referrers you spot in your reports
  3. Create a custom "AI traffic sources" segment so you can apply it to any report later
  4. Trend sessions over time, broken down by Session source/medium, to see which answer engines actually send visitors, and to which pages

This matters because AI-referred visitors are high-value: LLM visitors convert 23x more than typical SEO traffic (Ahrefs) and are worth 4.4x more (Semrush).

The prompt checks above tell you if you're visible. This report tells you what visibility is worth.

The tooled version, once you outgrow manual checks: dedicated AI-visibility trackers (the AEO audit tools like Profound, Peak, and Webflow Analyze all do some version of this).

Josh Jacobs at Jasper learned this the hard way: after building a system to track prompts at scale, Jasper went from zero to 130 AEO keyword mentions in six months. As he puts it, "You need a clear owner and a defined gap before you touch a single page." Measurement is how you find both.

Step 6: The cadence that keeps it fixed

An AEO audit is a snapshot. Staying cited takes a regular cadence.

The audit data makes this point for you: the median ChatGPT citation references content that is six months old, yet 54% of companies have barely updated anything in that window.

AI strongly prefers fresh content. Stale content is the slow leak that undoes your fixes.

The practitioners who fixed it permanently did it with a system:

  • Oyster HR monitors every page six months after publication, and anything showing a 15% month-over-month organic decline gets refreshed immediately
  • Alexander Diner, who rebuilt Webflow.com, frames it as: "The website should be treated as a living, breathing thing"
  • Guy Yalif sums up the operating loop: "hypothesis → act → measure... mirrors the approach marketers already take in paid media"

Put a recurring calendar item on this. Audit monthly, refresh what AI stops citing. That's the difference between a fixed site and a site that quietly fails its next audit.

What to fix first: the one-table version

PriorityFixWhy it's firstEffort
1Research: SWOT, competitors, Reddit + QuoraYou can't fix what you don't know is broken, or who AI cites insteadLow
2Technical SEO: broken links, metadata, indexingAI can't cite what it can't read cleanlyLow
3Optimize content: FAQ sections on money pages"Strong impact shown over and over again" (Kevin Indig)Low
4Direct and concise answers: 54-58 words, pyramid structureQuotable blocks are what gets liftedMedium
5Schema + llms.txtCheap futureproofing, not the main leverLow
6Prompt-based visibility checksYou can't fix what you can't see (Fay)Low
76-month refresh cadenceAI prefers fresh content; median citation is 6 months oldOngoing

Conclusion

This checklist gets you from failing to functional. Getting cited takes the next layer: consistent measurement, ongoing refresh, and the authority-building work that keeps you in the answers.

You can run every step here yourself. What an agency adds is experience and industry connections, which matter when everyone is racing for the same citations. Coherent is a Webflow and AEO agency that starts exactly where your audit ended.

Sources: Webflow AEO Maturity Index (2,000-site study), Webflow's AEO webinar series, and practitioner case studies from Webflow's readiness roundtable. Expert quotes linked to their original videos.

The AEO Audit Checklist: What to Fix First

Written by
William Lee
October 19, 2026
10 min read
Failed your AEO audit? Don't fix blind. Research first: SWOT your own site with a tool like Ahrefs, check what competitors get cited for, and mine Reddit and Quora for real questions. Then fix in priority order.

Introduction

Failed your AEO audit? Don't fix blind. Research first: SWOT your own site with a tool like Ahrefs, check what competitors get cited for, and mine Reddit and Quora for real questions. Then fix in priority order.

You ran a free AEO audit, got a low score, and now you're staring at a dashboard full of warnings. Low visibility. Weak sentiment. Competitors showing up instead of you.

As one business owner put it on Reddit:

"The data's there... but it's not always obvious what to fix first."

That's exactly what this checklist answers. It's the basic AEO checklist in fix order, step by step, with the reasoning from the people who have actually done it.

What your audit actually measured

Most audit failures are fundamentals, not strategy.

When Webflow analyzed 2,000 websites for its AEO Maturity Index, the results looked like a to-do list, not a research paper:

  • 62% of companies have broken internal links
  • 60% are missing basic SEO metadata
  • 54% have updated less than one tenth of their content in the last six months
  • 73% are mentioned in fewer than a quarter of the places LLMs cite for their category

Overall maturity landed at 2 out of 5, with Content scoring 1 and Technical scoring 1. Why? Webflow's explanation is worth reading twice:

"One realistic explanation is that fixes have historically required an engineer and a marketer to be in a room together at the same time."

Step 1: Research before you fix

SWOT your own site, your competitors, and the platforms AI actually cites.

The audit told you you're failing. It didn't tell you what winning looks like in your space. Before touching a single page, work through these three:

1. SWOT your own site

Run a technical and on-page audit in a tool like Ahrefs (site audit, broken links, organic keywords). Your strengths are the content already earning visibility, so protect those. Your weaknesses are the gaps from the AEO audit.

This gives you the fix list for the steps ahead.

2. Competitor research

For the questions your customers ask AI, see who actually shows up. Which competitors get cited, which pages of theirs get lifted, and where you're absent.

Your audit score matters less than the gap between you and whoever AI currently recommends.

3. Mine Reddit and Quora for real questions

Michael Huard, Senior Content Marketing Manager at Webflow, on where the questions live:

"Digging through Reddit's various communities and following engaged threads are gold mines for insight into what questions your content can answer."

The threads where people argue about your category are a free, always-current list of the prompts your customers type.

Why these platforms specifically? Because they're where the citations come from. Webflow's maturity model flags that AI systems prioritize "strategic presence on platforms AI systems prioritize such as Reddit, Quora, and YouTube."

And Webflow's AEO team, on their From insight to action webinar, is even more specific about what answer engines value as "authentic human content":

"Think G2, LinkedIn, Reddit, and YouTube. YouTube is the number one cited domain... across the four big LLMs to date. And they are not crawling your video... what they are crawling is the transcript."

So Step 1's output is simple: a one-page research brief with your site's SWOT, the competitors AI cites instead of you, and a list of real questions from Reddit and Quora. Everything after this is execution on that brief.

Step 2: Fix the technical fundamentals

Broken links, missing metadata, and indexing come first. Everything else builds on them.

If an AI crawler can't read your pages cleanly, nothing else you do matters. Vivian Hoang, Webflow's SEO and AEO lead, is direct about the order of operations: "having that solid SEO foundation in place and having that technical foundation in place is really important."

The basics, pulled from the practitioner checklists making the rounds on Reddit:

  1. Set up Google Search Console, Bing Webmaster Tools, and GA4
  2. Generate and submit your XML sitemap
  3. Check robots.txt isn't blocking anything important
  4. Fix the broken internal links your audit flagged
  5. Add the missing page titles and meta descriptions (60% of sites are missing them)
  6. Confirm your important pages are indexed
  7. Check AI crawlers can access your content

This is also the section that explains most low scores. Fix these and you've already done the work most companies never do.

Step 3: Answer the question, then add FAQs

FAQ content is the fastest AEO win. Test it before anything else.

Kevin Indig, one of the most respected AI search consultants, has seen the same pattern in every study:

"Strong impact shown over and over again; test FAQ first to get a win."

Why do FAQs work so well? Because AI answer engines answer questions. The average LLM prompt is now 23 words long: conversational, specific, and framed as a question.

Pages built around question-based headings and short answers are exactly what those prompts are fishing for.

The format that gets lifted:

  • Put the direct answer in the first two sentences. AI pulls quotable blocks, and the best quotable blocks are short. Most Google answer boxes run 54-58 words.
  • Match the format to the intent. As Vivian Hoang 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.
  • One idea per short paragraph. Dense walls of text bury the answer, and AI skips them.

And if you only had time for one content move, Guy Yalif, Webflow's Chief Evangelist, would tell you to do two things: "answer questions and refresh it."

Step 4: Schema and llms.txt (do them)

Schema and llms.txt are cheap futureproofing. Add them, then move on.

A common audit trap is treating schema markup as the main event. It isn't. Kevin Indig's priority framing again: "Implement schema if you can, but don't make it the top priority; it may lift citations."

Same story for llms.txt, the file that tells AI tools which pages to read: "Have it on your list but lower than schema; it's futureproofing and takes little effort."

Step 4 in practice:

  1. Add Article and FAQ schema (including Question and Answer types) to your key pages
  2. Publish an llms.txt file with your most important pages
  3. Move on. Neither of these is where the win comes from

Step 5: Measure how AI sees you

You can't fix what you can't see. Check your prompts before your scoreboard.

Fay, Senior Product Manager on Webflow's AEO product, puts the measurement problem simply:

"If you can't see how you specifically are showing up, then it's really hard to change anything about that."

The cheap version: ask the answer engines yourself. Run the questions your customers actually ask (logged out, from a fresh session) through ChatGPT, Gemini, Perplexity, and Google AI Overviews.

Log who shows up, whether you're cited, and whether the AI describes you accurately.

Configure an AI traffic report in GA4

While you're at it, wire up the receiving end so you can see what AI sends your way:

  1. In GA4 Admin, open Data display > Channel groups, and create a new channel group called "AI traffic"
  2. Add a new channel and set the matching rule to the known AI sources: chatgpt.com, chat.openai.com, perplexity.ai, gemini.google.com, copilot.microsoft.com, claude.ai, and any AI referrers you spot in your reports
  3. Create a custom "AI traffic sources" segment so you can apply it to any report later
  4. Trend sessions over time, broken down by Session source/medium, to see which answer engines actually send visitors, and to which pages

This matters because AI-referred visitors are high-value: LLM visitors convert 23x more than typical SEO traffic (Ahrefs) and are worth 4.4x more (Semrush).

The prompt checks above tell you if you're visible. This report tells you what visibility is worth.

The tooled version, once you outgrow manual checks: dedicated AI-visibility trackers (the AEO audit tools like Profound, Peak, and Webflow Analyze all do some version of this).

Josh Jacobs at Jasper learned this the hard way: after building a system to track prompts at scale, Jasper went from zero to 130 AEO keyword mentions in six months. As he puts it, "You need a clear owner and a defined gap before you touch a single page." Measurement is how you find both.

Step 6: The cadence that keeps it fixed

An AEO audit is a snapshot. Staying cited takes a regular cadence.

The audit data makes this point for you: the median ChatGPT citation references content that is six months old, yet 54% of companies have barely updated anything in that window.

AI strongly prefers fresh content. Stale content is the slow leak that undoes your fixes.

The practitioners who fixed it permanently did it with a system:

  • Oyster HR monitors every page six months after publication, and anything showing a 15% month-over-month organic decline gets refreshed immediately
  • Alexander Diner, who rebuilt Webflow.com, frames it as: "The website should be treated as a living, breathing thing"
  • Guy Yalif sums up the operating loop: "hypothesis → act → measure... mirrors the approach marketers already take in paid media"

Put a recurring calendar item on this. Audit monthly, refresh what AI stops citing. That's the difference between a fixed site and a site that quietly fails its next audit.

What to fix first: the one-table version

PriorityFixWhy it's firstEffort
1Research: SWOT, competitors, Reddit + QuoraYou can't fix what you don't know is broken, or who AI cites insteadLow
2Technical SEO: broken links, metadata, indexingAI can't cite what it can't read cleanlyLow
3Optimize content: FAQ sections on money pages"Strong impact shown over and over again" (Kevin Indig)Low
4Direct and concise answers: 54-58 words, pyramid structureQuotable blocks are what gets liftedMedium
5Schema + llms.txtCheap futureproofing, not the main leverLow
6Prompt-based visibility checksYou can't fix what you can't see (Fay)Low
76-month refresh cadenceAI prefers fresh content; median citation is 6 months oldOngoing

Conclusion

This checklist gets you from failing to functional. Getting cited takes the next layer: consistent measurement, ongoing refresh, and the authority-building work that keeps you in the answers.

You can run every step here yourself. What an agency adds is experience and industry connections, which matter when everyone is racing for the same citations. Coherent is a Webflow and AEO agency that starts exactly where your audit ended.

Sources: Webflow AEO Maturity Index (2,000-site study), Webflow's AEO webinar series, and practitioner case studies from Webflow's readiness roundtable. Expert quotes linked to their original videos.

Frequently Asked Questions

What's in the AEO checklist?

What does an AEO audit cost?

Can I do this without an agency?

How do I audit my website for AEO readiness?

What do I fix first after a low AEO score?

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.