AI Visibility Scorecard
codeguardianlabs.com ยท Technology
At 2.1/10, CodeGuardian Labs is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Technical AEO and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 12 times
Meta AI ยท Claude ยท Perplexity ยท Parallel
19
AI Naming Predictability
iRarely named ยท 19/100
Technology average 28
Top 49% of Technology
See what's behind this score โ2.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score โ33
Muse Index Score
iAI agent readiness
Basic ยท 33/100
Technology average 17
See what's behind this score โ12
from our crawl and measurement
CodeGuardian Labs is a business whose own site puts it this way: "AI-first cybersecurity software development division of Info Security Solution. We build, test, and sell enterprise-grade security tools with complete source code." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.1 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong ยท Good ยท Fair ยท Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.1/10, CodeGuardian Labs is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why Own the Source Code?
When you buy from CodeGuardian Labs, you don't rent access โ you acquire the entire codebase. Here's what that means for your organisation. ๐ Own It Forever Pay once. No licence fees, no renewals, no surprises. Deploy indefinitely with zero ongoing vendor cost. โ๏ธ Customize Freely Every line is yours to modify, rebrand, or extend. Build on our AI-tested foundation without restrictions.
Why CodeGuardian Labs?
A cobrand of Info Security Solution โ built by practitioners, secured by experts, delivered with complete transparency.
Is this your brand?
The exact fixes for CodeGuardian Labs
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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.
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Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codeguardianlabs
Cite this score: Engagemii (2026). "AEO Score for CodeGuardian Labs." Retrieved from https://engagemii.com/aeo/brands/codeguardianlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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