AI Visibility Scorecard
Michelle Yee RMT, Soft Mechanic
softmechanic.com · Automotive
Borderline visible. AI bots can crawl Michelle Yee RMT, Soft 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 8 times
Apple Intelligence · Claude · Meta AI · ShapBot
#9,661 of 365,723 in Automotive for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Michelle Yee RMT, Soft Mechanic
from our crawl and measurement
"You’re sore or you’re stressed or you’re just plain tired." That is how Michelle Yee RMT, Soft Mechanic introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
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 4.2/10, Michelle Yee RMT, Soft Mechanic is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Michelle Yee RMT, Soft Mechanic
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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 October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/softmechanic
Cite this score: Engagemii (2026). "AEO Score for Michelle Yee RMT, Soft Mechanic." Retrieved from https://engagemii.com/aeo/brands/softmechanic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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