AI Visibility Scorecard
Malbear Labs
malbearlabs.com · Nonprofits
Borderline visible. AI bots can crawl Malbear Labs, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#497,601 of 827,058 in Nonprofits for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
4
AEO Visibility
iBorderline · 4.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Malbear Labs
from our crawl and measurement
"Non-profit threat research built to help everyone defending against the dark arts." That is how Malbear Labs introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.3/10, Malbear Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is behind it.?
Malbear Labs is a non-profit threat research collective. We exist to help everyone defending against the dark arts. We take malware apart to understand how it actually works, and we don’t keep what we learn to ourselves. We publish it and teach it, so it reaches the people who have to make the call at 3 AM. Most defenses don’t fail because the tooling was missing.
Is this your brand?
The exact fixes for Malbear Labs
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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 October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/malbearlabs
Cite this score: Engagemii (2026). "AEO Score for Malbear Labs." Retrieved from https://engagemii.com/aeo/brands/malbearlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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