AI Visibility Scorecard
Constella
constella.app · Technology
Borderline visible. AI bots can crawl Constella, 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 14 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#566,308 of 2,705,593 in Technology for AI visibility
12
5
AEO Visibility
iBorderline · 4.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
4
AI Adoption
iBasic · 4/100
About Constella
from our crawl and measurement
Constella is a business whose own site puts it this way: "Free open source AI Second Brain that gives you unlimited, growing power. Constella uses local AI to index the contents of all your files and apps." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
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 once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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
Good
Social discussion and mentions.
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 4.7/10, Constella is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Constella
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constella-app
Cite this score: Engagemii (2026). "AEO Score for Constella." Retrieved from https://engagemii.com/aeo/brands/constella-app
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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