⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Best Mobile Mechanic
21machine.com · Automotive
Borderline visible. AI bots can crawl Best Mobile Mechanic, 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
Apple Intelligence · Meta AI
#130,861 of 336,847 in Automotive for AI visibility
4.7
/10
AEO Score
About Best Mobile Mechanic
from our crawl and measurement
Best Mobile Mechanic, based in St. Louis, MO, describes itself simply: "Facing a car emergency in Arnold or Jefferson County? 21 Machine Mobile Mechanic delivers affordable, reliable, and fast service right to your location." 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 (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
0
Little domain authority yet.
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, Best Mobile Mechanic is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Best Mobile Mechanic
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 Best Mobile Mechanic.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/21machine
Cite this score: Engagemii (2026). "AEO Score for Best Mobile Mechanic." Retrieved from https://engagemii.com/aeo/brands/21machine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform