AI Visibility Scorecard
sttpr.com · Manufacturing & Industrial
At 2.48/10, STTP Racing is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 25% in Manufacturing & Industrial for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Manufacturing & Industrial average 14
Top 19% of Manufacturing & Industrial
See what's behind this score →2.48
AEO Visibility
iNear-invisible · 2.48/10
Manufacturing & Industrial average 1.8
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Manufacturing & Industrial average 18
See what's behind this score →0
from our crawl and measurement
STTP Racing is a business whose own site puts it this way: "Specialist automotive engineering in Nottinghamshire. Engine building, precision machining, classic car restoration, fabrication and dyno tuning." When AI engines look at it, they find little to work with. It scores 2.48 out of 10.
Our crawl found structured data on the page (Organization, WebSite, ImageObject), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
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.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.48/10, STTP Racing is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why STTP Racing?
At STTP Racing, we combine specialist automotive engineering with traditional craftsmanship, modern manufacturing technology and a genuine passion for everything automotive. Our Nottinghamshire workshop offers an extensive range of services, including classic car restoration, bespoke vehicle builds, engine building and machining, precision fabrication, CNC machining, bodywork and paint, and rolling-road dyno tuning.
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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sttpr
Cite this score: Engagemii (2026). "AEO Score for STTP Racing." Retrieved from https://engagemii.com/aeo/brands/sttpr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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