AI Visibility Scorecard
OnSite Wrenches LLC
onsitewrenchesllc.com · Automotive
Somewhat visible. AI bots can read OnSite Wrenches LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#21,187 of 365,521 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About OnSite Wrenches LLC
from our crawl and measurement
OnSite Wrenches LLC is a West Des Moines, IA business whose own site puts it this way: "Onsite Wrenches LLC is a repair service for anything, anytime, anywhere. we offer services 24 hours for roadside assistance, heavy equipment repair, box trucks, and even welding!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Good
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 5.9/10, OnSite Wrenches LLC has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for OnSite Wrenches LLC
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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 July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/onsitewrenchesllc
Cite this score: Engagemii (2026). "AEO Score for OnSite Wrenches LLC." Retrieved from https://engagemii.com/aeo/brands/onsitewrenchesllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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