AI Visibility Scorecard
Collabnix
collabnix.com · Technology
Somewhat visible. AI bots can read Collabnix, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Claude · Apple Intelligence · Meta AI
#100,102 of 2,705,528 in Technology for AI visibility
70
5
AEO Visibility
iBorderline · 5.4/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
14
AI Adoption
iBasic · 14/100
About Collabnix
from our crawl and measurement
Collabnix describes itself simply: "Collabnix is a community of 17,000+ DevOps engineers learning Docker, Kubernetes, and AI infrastructure hands-on since 2015." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (ProfessionalService), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 9 times in our tracking, including Applebot (Siri), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
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
Good
Forum and community discussion.
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 5.4/10, Collabnix has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Add Memory to AI Agents: Short-Term and Long-Term Context Guide?
Enhance AI agents with robust memory systems: learn how to integrate short-term and long-term context effectively. Collabnix Team Oct 12, 2026 4 min read
How to Build a Multi-Agent System: Architecture and Code Tutorial?
Learn how to build a multi-agent system with a deep dive into architecture and coding, focusing on agent behaviors, communication, and... Collabnix Team Oct 6, 2026 6 min read
RAG vs Fine-Tuning: Which Should You Use for Your AI App?
Explore whether to use Retrieval-Augmented Generation (RAG) or fine-tuning for your AI app. Dive into in-depth explanations, code examples, and practical... Collabnix Team Oct 2, 2026 3 min read
What Is the Best WhatsApp Business API for Education? 4 Options Compared (2026)?
TLDR: The best WhatsApp Business API for a school, university, or training provider depends on who will build and run it.... Tanvir Kour Sep 24, 2026 4 min read
How to Build a Full-Stack App with Claude Code: A Step-by-Step Tutorial?
Discover how Claude Code simplifies full-stack app development by managing your frontend and backend seamlessly. Learn to build, Dockerize, and deploy... Collabnix Team Sep 22, 2026 29 sec read
Is this your brand?
The exact fixes for Collabnix
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Collabnix.
Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collabnix
Cite this score: Engagemii (2026). "AEO Score for Collabnix." Retrieved from https://engagemii.com/aeo/brands/collabnix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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