AI Visibility Scorecard
Maddy's Blog
worldversant.com · Media & Entertainment
Borderline visible. AI bots can crawl Maddy's Blog, 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 3 times
ChatGPT · Claude
#1,165,869 of 1,965,647 in Media & Entertainment for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
6
AI Adoption
iBasic · 6/100
About Maddy's Blog
from our crawl and measurement
"My name is Madhusudhan Anand; I am a data scientist, CTO, and co-founder at Ambee. I write about climate, ESG, research, tech, coding, my experiences running a startup, product mgmt & data." That is how Maddy's Blog introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure, a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.3/10, Maddy's Blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Maddy's Blog
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/worldversant
Cite this score: Engagemii (2026). "AEO Score for Maddy's Blog." Retrieved from https://engagemii.com/aeo/brands/worldversant
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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