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AI Visibility Scorecard
cachassisworks.com · Food & Beverage
Somewhat visible. AI bots can read Chris Alston's Chassisworks, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#100,884 of 1,351,416 in Food & Beverage for AI visibility
5.7
/10
AEO Score
from our crawl and measurement
"For over 45 years, Chris Alston's Chassisworks has been a premier manufacturer of high-performance chassis and suspension systems for street and race applications." That is how Chris Alston's Chassisworks of Rancho Cordova, CA 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 (Organization, Store, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a retail business.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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, Chris Alston's Chassisworks has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chris Alston's Chassisworks
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cachassisworks
Cite this score: Engagemii (2026). "AEO Score for Chris Alston's Chassisworks." Retrieved from https://engagemii.com/aeo/brands/cachassisworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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