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AI Visibility Scorecard
Castle Collision Care Ltd
castlecollisioncare.com · Automotive
At 2.2/10, Castle Collision Care Ltd is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#336,096 of 351,675 in Automotive for AI visibility
2
AEO Visibility
iNear-invisible · 2.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Castle Collision Care Ltd
from our crawl and measurement
Castle Collision Care is a Quinton Green, Northamptonshire business whose own site puts it this way: "Expert collision repair & auto body shop in Northampton (NN7). Insurance-approved vehicle repairs, dent removal, spray painting & commercial fleet services. 5-star rated." As far as answer engines are concerned it may as well not exist yet: 2.2 out of 10.
Our crawl found structured data on the page (AutoBodyShop), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.2/10, Castle Collision Care Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Castle Collision Care Ltd
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/castlecollisioncare
Cite this score: Engagemii (2026). "AEO Score for Castle Collision Care Ltd." Retrieved from https://engagemii.com/aeo/brands/castlecollisioncare
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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