AI Visibility Scorecard
Body Shop
cataldos.com · Automotive
Somewhat visible. AI bots can read Body Shop, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Apple Intelligence · Claude
#54,629 of 365,671 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Body Shop
from our crawl and measurement
Body Shop is a business whose own site puts it this way: "Bring your vehicles Caltaldo’s Collision after an accident and we’ll use state-of-the-art equipment to make it right. Call for an appointment to get a quote!." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
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 Applebot (Siri).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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
Strong
Inbound links from other sites.
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 5.4/10, Body Shop has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Body Shop
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cataldos
Cite this score: Engagemii (2026). "AEO Score for Body Shop." Retrieved from https://engagemii.com/aeo/brands/cataldos
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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