AI Visibility Scorecard
351 Racing
351racing.com · Automotive
Borderline visible. AI bots can crawl 351 Racing, 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.
AI engines read this profile 2 times
Apple Intelligence · Perplexity
#66,039 of 365,619 in Automotive for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Automotive average 5
Top 59% of Automotive
See what's behind this score →4
-
Network Authority
iNot connected yet
Automotive average 0.0
0 relationships · Automotive average 5
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Automotive average 16
See what's behind this score →0
About 351 Racing
from our crawl and measurement
"351 Racing - family run classic car dealer, restorer, race preparer for historic cars especially De Tomaso, Jaguar, Lotus, TVR, Rover and other marques." That is how 351 Racing introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On the page it is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
There is not much on the page to read either, about 129 words. It does link out to several social profiles, which helps engines tie the brand together.
- Company ·
- 351 Racing
- Website ·
- 351racing.com
- Industry ·
- Automotive
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 read your site and name it in answers. At 4/10, 351 Racing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 351 Racing
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for 351 Racing.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/351racing
Cite this score: Engagemii (2026). "AEO Score for 351 Racing." Retrieved from https://engagemii.com/aeo/brands/351racing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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