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AI Visibility Scorecard
Stellar Catalog
stellarcatalog.com · Technology
Somewhat visible. AI bots can read Stellar Catalog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#55,955 of 2,642,344 in Technology for AI visibility
6.7
/10
AEO Score
About Stellar Catalog
from our crawl and measurement
Stellar Catalog describes itself simply: "Explore the Stellar Catalog: a complete list of the nearby stars within 97.4 light-years, including Alpha Centauri, Wolf 359, Sirius and thousands of stars and exoplanets." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
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
6
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
5
Press and news coverage.
Community
4
Forum and community discussion.
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 6.7/10, Stellar Catalog has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stellar Catalog
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stellarcatalog
Cite this score: Engagemii (2026). "AEO Score for Stellar Catalog." Retrieved from https://engagemii.com/aeo/brands/stellarcatalog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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