AI Visibility Scorecard
North Colorado Linux User's Group
nclug.org · Nonprofits
Borderline visible. AI bots can crawl North Colorado Linux User's Group, 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 6 times
Meta AI · Claude · Amazon Alexa
#73,230 of 827,687 in Nonprofits for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Nonprofits average 9
Top 12% of Nonprofits
See what's behind this score →4
-
Network Authority
iNot connected yet
Nonprofits average 0.0
0 relationships · Nonprofits average 2
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Nonprofits average 14
See what's behind this score →0
About North Colorado Linux User's Group
from our crawl and measurement
North Colorado Linux User's Group is a business whose own site puts it this way: "NCLUG Meeting and Event List Please see the embedded Google Calendar for our Meeting time and location." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
The page falls short on a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI). There is not much on the page to read either, about 75 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- North Colorado Linux User's Group
- Website ·
- nclug.org
- Industry ·
- Nonprofits
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
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 read your site and name it in answers. At 4.2/10, North Colorado Linux User's Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for North Colorado Linux User's Group
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nclug-org
Cite this score: Engagemii (2026). "AEO Score for North Colorado Linux User's Group." Retrieved from https://engagemii.com/aeo/brands/nclug-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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