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AI Visibility Scorecard
Quality Body & Fender
qualitybodyandfender.com · Automotive
Somewhat visible. AI bots can read Quality Body & Fender, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Claude · Meta AI
#66,720 of 343,671 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Quality Body & Fender
from our crawl and measurement
Quality Body & Fender, based in Oakland, CA, describes itself simply: "Quality Body & Fender has been in business for over 40+ years. We have grown to be one of the premiere collision repair facilities in Oakland." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
6
Inbound links from other sites.
Domain Authority
1
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.
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 5.2/10, Quality Body & Fender has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Quality Body & Fender
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qualitybodyandfender
Cite this score: Engagemii (2026). "AEO Score for Quality Body & Fender." Retrieved from https://engagemii.com/aeo/brands/qualitybodyandfender
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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