AI Visibility Scorecard
Feldman Collision
feldmancollision.com · Automotive
Borderline visible. AI bots can crawl Feldman Collision, 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 2 times
Claude · ChatGPT
#186,812 of 365,646 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Feldman Collision
from our crawl and measurement
Feldman Collision describes itself simply: "Feldman Collision is here to help drivers care for their rides and get back on the road. We repair all makes and models." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a partly stated business identity and a few credibility markers.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
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 4.5/10, Feldman Collision is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who Works On Vehicle Repairs At Feldman Collision?
We employ highly trained and certified technicians to service any vehicle that comes to us for repairs. Our team members are held to a high standard and have completed the training they need to assess and repair your vehicle properly.
Is this your brand?
The exact fixes for Feldman Collision
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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/feldmancollision
Cite this score: Engagemii (2026). "AEO Score for Feldman Collision." Retrieved from https://engagemii.com/aeo/brands/feldmancollision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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