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AI Visibility Scorecard
Words
ramanan.com · Education
Somewhat visible. AI bots can read Words, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#309,045 of 865,865 in Education for AI visibility
5.1
/10
AEO Score
About Words
from our crawl and measurement
Words is a business whose own site puts it this way: "Commentary on culture, tech and education -- and book reviews plus a bit of music! Click to read Words, by Ramanan Raghavendran, a Substack publication." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
5
Forum and community discussion.
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 5.1/10, Words has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Words
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Words.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ramanan
Cite this score: Engagemii (2026). "AEO Score for Words." Retrieved from https://engagemii.com/aeo/brands/ramanan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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