AI Visibility Scorecard
Tosbourn – Belfast based Ruby developers
tosbourn.com · Technology
Somewhat visible. AI bots can read Tosbourn – Belfast based Ruby developers, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#181,484 of 2,707,397 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Tosbourn – Belfast based Ruby developers
from our crawl and measurement
"Tosbourn are a Belfast based Ruby development team who care deeply about the web." That is how Tosbourn – Belfast based Ruby developers of Belfast, Northern Ireland introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (Organization, WebSite), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.9/10, Tosbourn – Belfast based Ruby developers has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tosbourn – Belfast based Ruby developers
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tosbourn
Cite this score: Engagemii (2026). "AEO Score for Tosbourn – Belfast based Ruby developers." Retrieved from https://engagemii.com/aeo/brands/tosbourn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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