AI Visibility Scorecard
liabilityindex.com · Technology
At 1.34/10, Liability Index is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →1.34
-
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 →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from liabilityindex.com
The Liability Index is a single metric that determines how much security liability exists in an application.
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
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 1.34/10, Liability Index is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What is the Liability Index? #?
The Liability Index is a single value that determines how much security liability exists in an application. Measuring this metric will help your team keep your software systems safe by ensuring that known vulnerabilities are fixed quickly. Technically speaking, the Liability Index is a dependency freshness measurement that computes how long your dependencies have had published, yet patchable, security vulnerabilities.
Why does the Liability Index matter? #?
Most modern software systems depend on many different libraries. These libraries provide a ton of useful functionality that a software development team does not have to build themselves. However, this functionality does come at a cost: commonly used libraries are an attack vector for people looking to exploit security vulnerabilities.
How do you compute the Liability Index? #?
The Liability Index can be computed for either an entire project or for just a single dependency. Single Dependency # To compute the value for a single dependency, first determine the date that the current version was published, we’ll call this the published date. Next determine whether or not this version has a known security vulnerability.
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liabilityindex
Cite this score: Engagemii (2026). "AEO Score for Liability Index." Retrieved from https://engagemii.com/aeo/brands/liabilityindex
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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