AI Visibility Scorecard
pattestingderby.com · Other
Borderline visible. AI bots can crawl MRF Fire & Safety Solutions Limited, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
4
AEO Visibility
iNear-invisible · 3.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
?
AI Adoption
iNone detected · -/100
from our crawl and measurement
"SAVE IN 2026 on your Fire Extinguisher Servicing, Fire Alarm Servicing, PAT testing and Fire Risk Assessments in Derby and Nottingham. Get in touch today for a free no obligation quote." That is how Book your Fire Extinguisher Servicing & PAT testing of Alvaston introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
The site gets some of it right: it has structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 3.6/10, MRF Fire & Safety Solutions Limited is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pattestingderby
Cite this score: Engagemii (2026). "AEO Score for MRF Fire & Safety Solutions Limited." Retrieved from https://engagemii.com/aeo/brands/pattestingderby
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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