AI Visibility Scorecard
Mobile Wrench
mobilewrenchpro.com · Automotive
Borderline visible. AI bots can crawl Mobile Wrench, 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 4 times
Claude · Meta AI · ShapBot
#230,678 of 365,619 in Automotive for AI visibility
3
4
AEO Visibility
iNear-invisible · 3.6/10
-
Network Authority
iNot connected yet
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Mobile Wrench
from mobilewrenchpro.com
Mobile Wrench Pro, mechanical maintenance services at your doorstep. Running your day one revolution at a time.
- Company ·
- Mobile Wrench
- Website ·
- mobilewrenchpro.com
- Industry ·
- Automotive
- Location ·
- Oakland County, MI
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 2, 2026
- Verified connections ·
- None yet
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 read your site and name it in answers. At 3.6/10, Mobile Wrench is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Mobile Wrench
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mobilewrenchpro
Cite this score: Engagemii (2026). "AEO Score for Mobile Wrench." Retrieved from https://engagemii.com/aeo/brands/mobilewrenchpro
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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