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AI Visibility Scorecard
Ayush Ranjan — Notes on machines that learn and systems that don’t.
tokensofthought.com · Technology
At 1.9/10, Ayush Ranjan — Notes on machines that learn and systems that don’t. is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,764,641 of 2,825,433 in Technology for AI visibility
1.9
/10
AEO Score
About Ayush Ranjan — Notes on machines that learn and systems that don’t.
from our crawl and measurement
Ayush Ranjan — Notes on machines that learn and systems that don’t. works in Education. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.9 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 1.9/10, Ayush Ranjan — Notes on machines that learn and systems that don’t. is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Ayush Ranjan — Notes on machines that learn and systems that don’t.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/tokensofthought
Cite this score: Engagemii (2026). "AEO Score for Ayush Ranjan — Notes on machines that learn and systems that don’t.." Retrieved from https://engagemii.com/aeo/brands/tokensofthought
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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