AI Visibility Scorecard
Free Mentorship
withyahya.com · Technology
Borderline visible. AI bots can crawl Free Mentorship, 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
#1,805,784 of 2,705,353 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About Free Mentorship
from our crawl and measurement
Free Mentorship is a business whose own site puts it this way: "Free mentorship for aspiring engineers. Get expert guidance on career growth, portfolio reviews, and personalized career advice from a Senior ML Engineer at Shopify." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Weak
No inbound links found yet.
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 4.1/10, Free Mentorship is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who Is This For?
If you're trying to level up, break in, or break through—you're in the right place.StudentsExploring software engineering or machine learning pathsEarly-Career EngineersSeeking growth, clarity, and guidance in techCareer SwitchersTransitioning into tech or machine learningSelf-Taught LearnersNeeding direction and accountabilityReady to Level UpAnyone wanting personalized advice and support
Is this your brand?
The exact fixes for Free Mentorship
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Free Mentorship.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/withyahya
Cite this score: Engagemii (2026). "AEO Score for Free Mentorship." Retrieved from https://engagemii.com/aeo/brands/withyahya
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform