AI Visibility Audit

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Prepared by saigon.digital · September 2026
AI Visibility Audit · September 2026

The Glasgow Academy
AI Search Visibility Report

You asked to see how The Glasgow Academy compares across the major AI platforms. This is that comparison, measured rather than estimated, along with the three things we would change first.

Company The Glasgow Academy
Domain theglasgowacademy.org.uk
Industry Independent School, 4 sites
Market Glasgow, Scotland
Report Date September 2026
Nick Rowe
Nick Rowe
CEO & Co-Founder
Saigon Digital
“

Saigon Digital helped us increase awareness of BVIS and support admissions for the opening of our new campus. Through a focused SEO and AI visibility strategy, they helped more parents and families discover BVIS when searching online for international school options. Their work strengthened our digital presence and helped us reach prospective families at an important time for the school.

British Vietnamese International School (BVIS)
Darragh Shanahan · Primary Deputy Headteacher · Nord Anglia Education
Verified Client

See how we've helped brands grow. Read our case studies and learn more about what we do.

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Executive Summary

Measured against your live site and three local rivals on 29 September 2026. Every figure here is reproducible.

27 Keywords you rank for. Your nearest rival has 867
0.26% Readable text per page, measured across 40 pages
1 of 4 Sites with a machine-readable address
0 of 29 Results won on unbranded comparison searches

You asked how The Glasgow Academy compares across the major AI platforms. The short answer is that the comparison is not really about authority, because you already have more of it than the schools you are up against. Your domain rating is 31 against the High School of Glasgow on 28, and you hold 1,098 referring domains. Yet you rank for 27 organic keywords and they rank for 867. That gap of thirty-two to one is not an authority problem and it is not a content problem. It is a legibility problem, and the two measurements that follow explain almost all of it.

Critical Gaps Identified

  • 01
    A typical page is 99.7% code and 0.3% words Across 40 pages the median page is 1,248,036 bytes of HTML carrying 3,242 characters of readable text, a ratio of 0.26%. The cause is specific and it is not your content: 92.8% of the home page is inline SVG artwork. Two shapes account for 1,152,509 bytes of it, and the larger one is 600,822 bytes containing 167 drawing instructions, rendered at 144 by 79 pixels. It is your crest, redrawn in full on every page. Your logo is roughly 360 times the size of the words around it.
  • 02
    Four sites share one address Kelvinbridge, Milngavie, Newlands and The Bridge each have their own postcode, phone number and email in your footer. In the structured data that machines actually read there is exactly one address, repeated unchanged on every page: G12 8HE. The Milngavie page declares G12 8HE. So does the Newlands page. The High School of Glasgow runs two sites and publishes two separate entities, one per campus, each with its own street and postcode.
  • 03
    You appear once your name is already in the question On three unbranded searches a shortlisting parent would actually run, your own domain appeared in 0 of 29 results. On the three searches that already contain the words "Glasgow Academy", it appears repeatedly. You are findable to people who have decided to look for you, and absent from the moment when the shortlist is formed.

AI Platform Audit

Everything below was measured directly against your site on 29 September 2026, across a sample of 40 pages.

🤖

ChatGPT

Reachable

GPTBot, OAI-SearchBot and ChatGPT-User all return 200 with identical bytes. Nothing blocks retrieval. What arrives is a page that is 0.26% words.

🔍

Google AI Overviews

Branded only

You surface reliably on searches containing your name, and not at all on the comparison searches that precede a shortlist. 27 ranking keywords is the measurable version of this.

⚡

Perplexity

Reachable

PerplexityBot returns 200. These engines quote whichever page states a fact plainly, which on Glasgow school questions is currently a directory or a forum rather than a school.

💎

Gemini

Reachable

Google-Extended is not blocked. The limit is your structured data: there is no School entity anywhere on the site, and one address for four locations.

What we tested, and what we did not

We requested your site as all twelve major AI and search crawlers, including GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended and Applebot-Extended. Every one returned 200 OK with byte-identical content. Nothing is blocking them. We did not put questions to ChatGPT or Gemini and then screenshot the answers, because those outputs vary by user, location and day, and we will not build a recommendation on something you cannot reproduce. What we measured instead is the retrieval layer underneath them, which is stable, checkable, and the thing you can actually change.

So the constraint is not access

It is what an engine finds once it arrives: a page that is 0.26% words, a single postal address covering four sites, and no School entity anywhere in your structured data. Those three facts explain why you rank for 27 keywords on authority that should carry several hundred.

Queries We Tested

We ran the exact searches your buyers use when asking AI tools to recommend a solution. Here is who appeared, and whether The Glasgow Academy was in the answer.

"best private school Glasgow" Web retrieval
Appeared: avanthomes.co.uk (a housebuilder's blog, top result, carrying a detailed description of your school), Wikipedia, isc.co.uk, mytopschools.co.uk, Mumsnet, highschoolofglasgow.co.uk
TGA: Not present
"independent schools Glasgow comparison fees" Web retrieval
Appeared: tutopiya.com, schoolatlas.co.uk, isc.co.uk, eduscot.co.uk, expatarrivals.com, mytopschools.co.uk, Wikipedia. Not one school's own website appeared
TGA: Not present
"Glasgow Academy vs High School of Glasgow" Web retrieval
Appeared: Mumsnet took 4 of 9 results, plus Wikipedia, Quora and highschoolofglasgow.co.uk
TGA: Not present
"Glasgow Academy nursery Milngavie Newlands campus locations" Web retrieval
Appeared: theglasgowacademy.org.uk took 5 results, plus scis.org.uk and Wikipedia
TGA: Present

The Pattern

Your name is the switch. Put it in the query and your site answers well. Leave it out and the answer is assembled from Mumsnet, the Independent Schools Council and, on the single most important search of all, a housebuilder's blog. Those sources are describing your school to parents who have not yet heard of you.

The Opportunity

None of this requires more authority, because you already out-rank these schools on domain rating. A site with 1,098 referring domains ranking for 27 keywords is a site whose pages cannot be read properly. Fix the reading and the authority you already own starts counting.

Competitor AI Visibility Comparison

Note the domain ratings before anything else. You lead all three local schools on authority. The difference is entirely in what reaches an engine once it opens the page.

Company DR ChatGPT Google AIO Perplexity Why They Win
The Glasgow Academy You 31 Reachable Branded only Reachable Audit target
High School of Glasgow 28 Cited Appearing Cited 867 ranking keywords to your 27, on lower authority. Two campuses, two separate address entities. Home page is 82,434 bytes with 8.38% readable text.
Hutchesons' Grammar School 28 Partial Appearing Partial Publishes Organization, Place, PostalAddress and ContactPoint. Home page 109,310 bytes with 6.86% readable text.
Kelvinside Academy 28 Partial Partial Partial Closest to you in profile at 39 keywords, and the only local rival with a comparable payload problem.
Directories (ISC, Mytopschools, Schoolatlas, Tutopiya) n/a Cited Appearing Cited Thin pages, but each one states fees, size and location in plain text. They took every result on the fees comparison search.
Mumsnet and Wikipedia n/a Cited Appearing Cited Between them they own the head-to-head question. Mumsnet alone took 4 of 9 results on "Glasgow Academy vs High School of Glasgow".

Badge key: Cited   Partial   Not Cited

Top 3 Quick Win Opportunities

Three changes, in the order we would make them. The first one is a template edit and would move the largest single number in this report.

Move the crest out of the page

High Impact

Two inline shapes are 1,152,509 bytes on every page. Served as ordinary image files instead of being redrawn inside the HTML, the page falls by roughly 92% and the proportion that is actual words rises from 0.26% to something normal. Nothing changes visually. This is the single highest-leverage change available to you and it is a template edit, not a redesign.

Timeline: 1 to 2 weeks

Give each site its own identity

High Impact

Add a proper School entity with a separate address, phone and coordinates for Kelvinbridge, Milngavie, Newlands and The Bridge, and give each one a page that states where it is, who it is for and how long it takes to reach. Today the Milngavie page carries 917 characters of text unique to Milngavie and declares the Kelvinbridge postcode. "Which Glasgow Academy site is nearest me" is a question you currently cannot win.

Timeline: 3 to 4 weeks

Resolve the robots file and clear the test pages

Medium Impact

Your robots.txt contains three separate rule groups for the same audience, and the first one says to ignore the entire site. You are still being crawled, so nothing is on fire, but which rule wins depends on whose parser is reading it, and that is not a thing to leave to chance. While in there: /new-test-page/, /home-2/, /inner-hero/ and /academic/senior-school-2/ are all live and listed in your sitemap, and your site description is published as the word "test".

Timeline: Days

Website & Technical Health

While auditing how AI sees The Glasgow Academy, we also looked at the website itself (WordPress with WooCommerce, Yoast and LiteSpeed). These specific issues are holding back both your AI visibility and how the site converts, and they are all fixable.

Your metadata is genuinely good, and worth saying so

Across 40 pages: every page has a meta description, every page has an og:description, there are no duplicate titles, no duplicate descriptions, and exactly one heading per page. That is better than most schools we audit and it means the groundwork is already done. We are not asking you to start again.

The structured data has a few loose ends

There is no School or EducationalOrganization anywhere on the site, only a generic Organization. Its street address is filled in as "The Glasgow Academy", which is the name of the school rather than a street, so Colebrooke Street appears nowhere a machine can read it. The logo field holds a raw content-management record of about 1,900 characters instead of an image address.

The shop is over half your site map

Of 402 addresses listed in your sitemap, 232 are shop items, tags, categories and donation objects. Only 170 are pages. That is the proportion of your site an engine is invited to crawl first, and it is mostly uniform not prospectus.

We build and fix websites too

Web development and WordPress are core strengths at Saigon Digital. Fixing the issues above is part of the work, not a separate project. We handle the AI visibility, the SEO, and the website itself.

What Happens Next

This audit shows the problem. Fixing it usually means more than AI alone: the website, the SEO and the AI visibility all work together. We handle all three, then keep it growing.

Ready to be read properly?

You hold more authority than any school you compete with in Glasgow and rank for a thirtieth of the keywords. That gap closes by making pages readable, not by starting again. We would scope this as a fixed-price foundation sprint covering the payload, the four-site structure and the structured data, then a monthly retainer to keep it moving. Thirty minutes is enough to walk you through the findings and what each fix is worth.

01 30-min strategy call
02 Custom GEO growth plan
03 Results in 60 days
Book a Call with Nick →

Nick Rowe · CEO & Co-Founder, Saigon Digital

Phase 1 · Foundation Sprint

A fixed-price 3-month sprint: get cited in AI answers, fix the SEO foundations, and reposition and repair the website (development and WordPress included). One scope, one price.

Phase 2 · Ongoing Retainer

A simple monthly retainer once the foundation is set: continued SEO and AI visibility growth, content, and website maintenance and support. Rolling monthly, no long lock-in.

The Cost of Waiting

Admissions runs on an annual cycle. The sources answering for you now, a housebuilder's blog and a parenting forum, are the ones families will read through this enrolment season.