AI Visibility Scorecard
Race Cast Engineering
v12ls.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Race Cast Engineering, 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 1 times
Claude
#156,668 of 267,815 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Race Cast Engineering
from our crawl and measurement
Race Cast Engineering is a business whose own site puts it this way: "The V12LS engine builder kit by Race Cast Engineering, 564ci / 9.2L. SEMA award-winning, proven in the Ridler-winning TwelveAir." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.4/10, Race Cast Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Race Cast Engineering
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/v12ls
Cite this score: Engagemii (2026). "AEO Score for Race Cast Engineering." Retrieved from https://engagemii.com/aeo/brands/v12ls
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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