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AI Visibility Scorecard
Master of Diesel Mobile Mechanic
mod-garage.com · Automotive
Borderline visible. AI bots can crawl Master of Diesel 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 3 times
Claude · Meta AI · Apple Intelligence
#253,004 of 331,730 in Automotive for AI visibility
3.6
/10
AEO Score
About Master of Diesel Mobile Mechanic
from our crawl and measurement
Master of Diesel Mobile Mechanic is a business whose own site puts it this way: "With 10+ years of experience, specializing in Cummins engines and urgent roadside repairs. We bring trusted, professional mobile diesel repair to you!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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 3.6/10, Master of Diesel Mobile Mechanic is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Master of Diesel 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 Master of Diesel Mobile Mechanic.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mod-garage
Cite this score: Engagemii (2026). "AEO Score for Master of Diesel Mobile Mechanic." Retrieved from https://engagemii.com/aeo/brands/mod-garage
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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