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AI Visibility Scorecard
Cosworth Enabling Greatness for 65 Years
cosworth.com · Technology
Somewhat visible. AI bots can read Cosworth Enabling Greatness for 65 Years, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#179,124 of 2,812,091 in Technology for AI visibility
6.2
/10
AEO Score
About Cosworth Enabling Greatness for 65 Years
from our crawl and measurement
"Wind Tunnel We are a crucial part of wind tunnel development for Formula 1 teams and OEMs AliveDrive™ Embark on a journey with Cosworth’s AliveDrive." That is how Cosworth Enabling Greatness for 65 Years introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
1
Reddit mentions and discussion.
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 6.2/10, Cosworth Enabling Greatness for 65 Years has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cosworth
Cite this score: Engagemii (2026). "AEO Score for Cosworth Enabling Greatness for 65 Years." Retrieved from https://engagemii.com/aeo/brands/cosworth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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