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AI Visibility Scorecard
mdsnd.com · Automotive
Borderline visible. AI bots can crawl Commercial Trucking Roadside Assistance, 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
Claude
#154,557 of 331,446 in Automotive for AI visibility
4.5
/10
AEO Score
from our crawl and measurement
Commercial Trucking Roadside Assistance is a business whose own site puts it this way: "On the road and experiencing a flat tire or about to run out of gas? Contact Mobile Diesel Service for 18-wheeler roadside assistance! (701) 934-5929." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 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).
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
6
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.
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.
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 4.5/10, Commercial Trucking Roadside Assistance is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Commercial Trucking Roadside Assistance
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Commercial Trucking Roadside Assistance.
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdsnd
Cite this score: Engagemii (2026). "AEO Score for Commercial Trucking Roadside Assistance." Retrieved from https://engagemii.com/aeo/brands/mdsnd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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