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Blog4 October 2026 · 6 min read

Case study: we pointed SEO Joe at our own website

Our site scored 73/100, and ChatGPT and Claude named us in 0 of 26 answers. What we fixed, what moved to 88/100 — and why the AI answers haven't changed yet.

SEO Joe

SEO JoePart of My-AI-Crew.com

Before asking anyone to trust SEO Joe with their website, we ran him on our own: seo-joe.com. This is what he found, what we changed, and what happened. All numbers come straight from Joe's checks in October 2026.

The starting point

Joe's website check looks at 21 things, from page titles and speed to whether AI assistants are allowed to read the site. Our first score was 73 out of 100. The site loaded, worked on phones and had good titles — but six checks failed:

  • No meta description that fitted the guidelines
  • No canonical link (the page didn't say which address is the “real” one)
  • No sitemap.xml
  • No structured data about the business
  • No FAQ
  • No llms.txt

Then came the part that stung. Joe asked ChatGPT and Claude the questions a potential customer would ask — things like “Is there an SEO service that helps me get mentioned by AI platforms?” and “Best tool for getting recommended by AI”, 13 questions in all.

73

Website score, first check

13

Customer questions asked

26

AI answers read

0

Times SEO Joe was named

Zero. Not once. Instead, the assistants named established tools — Ahrefs, Semrush, Surfer SEO, Clearscope — review sites like G2, and general advice such as setting up a Google Business Profile. (Gemini wasn't part of this first run; it is now.)

What we fixed

We worked through Joe's fix list, quickest wins first:

  1. Canonical link on every page, so search engines don't split our ranking between address variants.
  2. A sitemap.xml, linked from robots.txt, listing every public page.
  3. An llms.txt file — a short, plain-text summary of what SEO Joe is and where the important pages are.
  4. Structured data: an Organization block and an FAQPage block in JSON-LD.
  5. An FAQ on the homepage, answering the questions we wanted to be named for.
  6. More text on the homepage explaining plainly what Joe does — up from 368 to 526 words.

All of it took less than a day.

The result

88

Website score now (was 73)

18/21

Checks passing

1.9 s

Homepage response — still too slow

0

AI mentions — so far

The live site now scores 88 out of 100. Three checks still fail: the first answer from the server takes about 1.9 seconds (we aim for under 1.5), only 9 of 16 images on the homepage have alt text, and one page shares its title with another. Those are on our list.

The AI answers, however, haven't moved yet. That isn't a surprise, and it's the most important lesson in this case study.

What we learned

A good website is necessary, but not enough

The technical fixes make sure the assistants can read and understand us. They don't make the assistants want to name us. When ChatGPT and Claude search for “best tool for AI SEO”, they read comparison articles, review sites and lists — and we aren't on them yet. The established tools are.

The competition in AI search is different

On Google, we compete with whoever ranks for the same keywords. In AI answers we competed with Ahrefs and Semrush — and with free advice. Knowing exactly who gets named is the most useful thing the AI check gave us.

Measure the trend, not one answer

Answers vary between runs and assistants. We'll keep asking the same 13 questions over the coming months and follow how often we're named.

What we're doing next

  • Publishing articles that answer our customers' questions directly — like the ones on this blog.
  • Getting listed in AI and SEO tool directories and review sites, where the assistants already look.
  • Fixing the remaining three checks.
  • Re-running the AI check every month, and updating this case study with the numbers.

Questions and answers

Did fixing the website make ChatGPT recommend SEO Joe?
Not yet. The technical score went from 73 to 88 out of 100, but AI recommendations depend heavily on being mentioned on other sites, which takes longer. We'll keep checking and update this case study.
What were the quickest fixes?
A canonical link, a sitemap, an llms.txt file, structured data about the business, and a short FAQ. Together they took less than a day.
Who did the AI assistants recommend instead?
Established SEO tools such as Ahrefs, Semrush, Surfer SEO and Clearscope, review sites like G2, and general advice to use Google Business Profile.

Does ChatGPT recommend your business?

Joe checks your website, asks ChatGPT, Claude and Gemini your customers' questions, and gives you a short list of what to fix first.

Check my business

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