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AI Visibility Scorecard
KABIN Labs — Network Management Software
kabinlabs.com · Technology
At 1.4/10, KABIN Labs — Network Management Software is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,597,768 of 2,641,189 in Technology for AI visibility
1.4
/10
AEO Score
About KABIN Labs — Network Management Software
from our crawl and measurement
"KABIN Labs LLC builds self-hosted network management software for IT teams and network engineers. Explore PortSight and PortCraft." That is how KABIN Labs — Network Management Software introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 1.4/10, KABIN Labs — Network Management Software is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for KABIN Labs — Network Management Software
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for KABIN Labs — Network Management Software.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kabinlabs
Cite this score: Engagemii (2026). "AEO Score for KABIN Labs — Network Management Software." Retrieved from https://engagemii.com/aeo/brands/kabinlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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