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AI Visibility Scorecard
MPG Garage
mpggarage.com · Automotive
Somewhat visible. AI bots can read MPG Garage, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#76,653 of 338,634 in Automotive for AI visibility
5.1
/10
AEO Score
About MPG Garage
from our crawl and measurement
MPG Garage is a business whose own site puts it this way: "MPG Garage is an engineering-focused research, development, and media company testing real-world automotive performance. Follow Project Gideon and discover data-driven vehicle upgrades." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
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 5.1/10, MPG Garage has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for MPG Garage
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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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mpggarage
Cite this score: Engagemii (2026). "AEO Score for MPG Garage." Retrieved from https://engagemii.com/aeo/brands/mpggarage
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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