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AI Visibility Scorecard
Auto Assist Direct, LLC
autoassistdirect.com · Automotive
Borderline visible. AI bots can crawl Auto Assist Direct, LLC, 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 1 times
Meta AI
#163,640 of 329,267 in Automotive for AI visibility
4.4
/10
AEO Score
About Auto Assist Direct, LLC
from our crawl and measurement
Mobile Mechanic Services is a business whose own site puts it this way: "Auto Assist Direct is a mobile auto repair network that connects you to certified, screened, professional technicians that come to you with full vehicle reports and industry-best warranties." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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
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 4.4/10, Auto Assist Direct, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Auto Assist Direct, LLC
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Auto Assist Direct, LLC.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/autoassistdirect
Cite this score: Engagemii (2026). "AEO Score for Auto Assist Direct, LLC." Retrieved from https://engagemii.com/aeo/brands/autoassistdirect
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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