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AI Visibility Scorecard
Dr. Bob at Scott's
drbobsautorepair.com · Automotive
Borderline visible. AI bots can crawl Dr. Bob at Scott's, 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 · Apple Intelligence
#130,188 of 331,283 in Automotive for AI visibility
4.7
/10
AEO Score
About Dr. Bob at Scott's
from our crawl and measurement
Dr. Bob at Scott's, based in Sarasota, FL, describes itself simply: "Dr. Bob at Scott's Auto Repair is dedicated to providing top quality auto repair and maintenance services offering you the best solution for you car." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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.
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 4.7/10, Dr. Bob at Scott's is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Dr. Bob at Scott's
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drbobsautorepair
Cite this score: Engagemii (2026). "AEO Score for Dr. Bob at Scott's." Retrieved from https://engagemii.com/aeo/brands/drbobsautorepair
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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