AI Visibility Scorecard
125 Coding
125coding.co.uk · Automotive
Somewhat visible. AI bots can read 125 Coding, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#33,225 of 365,521 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About 125 Coding
from our crawl and measurement
"Specialist car coding, programming, retrofits and dealer-level diagnostics in Dewsbury, West Yorkshire." That is how Car Coding Programming Retrofits & Diagnostics West Yorkshire of West Yorkshire introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, AutoRepair, AutomotiveBusiness), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
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.
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 5.7/10, 125 Coding has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 125 Coding
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on September 14, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/125coding-co-uk
Cite this score: Engagemii (2026). "AEO Score for 125 Coding." Retrieved from https://engagemii.com/aeo/brands/125coding-co-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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