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AI Visibility Scorecard
AstroMLab — Steering astronomy into the age of autonomy
astromlab.org · Nonprofits
Somewhat visible. AI bots can read AstroMLab — Steering astronomy into the age of autonomy, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#160,328 of 764,039 in Nonprofits for AI visibility
5.5
/10
AEO Score
About AstroMLab — Steering astronomy into the age of autonomy
from our crawl and measurement
AstroMLab Steering astronomy into the age of autonomy is a business whose own site puts it this way: "AstroMLab builds specialized large language models and agentic AI for astronomy, open models, rigorous benchmarks, and a knowledge layer over the literature to drive autonomous scientific." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It 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
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.5/10, AstroMLab — Steering astronomy into the age of autonomy has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for AstroMLab — Steering astronomy into the age of autonomy
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.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/astromlab-org
Cite this score: Engagemii (2026). "AEO Score for AstroMLab — Steering astronomy into the age of autonomy." Retrieved from https://engagemii.com/aeo/brands/astromlab-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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