AI Visibility Scorecard
Michelin Mobility Intelligence
mobilityintelligence.michelin.com · Technology
Somewhat visible. AI bots can read Michelin Mobility Intelligence, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 34 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#194,658 of 2,704,907 in Technology for AI visibility
74
5
AEO Visibility
iBorderline · 5.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
10
AI Adoption
iBasic · 10/100
About Michelin Mobility Intelligence
from our crawl and measurement
"Michelin Mobility Intelligence provides data-powered road safety solutions through Michelin Safer Roads, helping organizations implement the Safe System Approach and achieve Vision Zero." That is how Michelin Mobility Intelligence introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 5.2/10, Michelin Mobility Intelligence has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Michelin Safer Roads?
Comprehensive Road Safety Technology Traditional crash and anecdotal data can be limiting to understanding complete road risks. Our data products use near real-time driving behavior data and comprehensive AI models to tell the full story to help you plan and prioritize.
Is this your brand?
The exact fixes for Michelin Mobility Intelligence
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mobilityintelligence-michelin
Cite this score: Engagemii (2026). "AEO Score for Michelin Mobility Intelligence." Retrieved from https://engagemii.com/aeo/brands/mobilityintelligence-michelin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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