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AI Visibility Scorecard
Mugshot Labs Inc
guardianstack.ai · Technology
At 2.6/10, Mugshot Labs Inc 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.
AI engines read this profile 1 times
Apple Intelligence
#2,400,049 of 2,627,821 in Technology for AI visibility
2.6
/10
AEO Score
About Mugshot Labs Inc
from our crawl and measurement
"Privacy-first visitor identification and smart signals to stop bots, prevent fraud, and recognize returning users, even when they’re anonymous." That is how GuardianStack introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
6
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.6/10, Mugshot Labs Inc is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Guardian?
Guardian is a device intelligence platform that provides a stable Visitor ID plus Smart Signals (like bot detection, VPN detection, and tampering indicators) to help teams stop fraud and reduce friction for trusted users.
Can Guardian identify returning visitors without cookies or personal data?
Guardian is designed for privacy-first identification. It assigns a stable Visitor ID using device and browser signals so you can recognize repeat activity without relying on personal information.
Which fraud and abuse use cases does Guardian support?
Common use cases include new account fraud, payment fraud/chargebacks, account takeover detection, and improving returning-user experiences with less authentication friction.
What Smart Signals are included?
Smart Signals include bot detection, VPN detection, IP geolocation, velocity signals, incognito indicators, and browser tampering/automation signals to help classify risk and intent.
Is Guardian GDPR & CCPA compliant?
Guardian is built with privacy in mind and is designed to be GDPR & CCPA ready. Always validate your implementation and legal requirements for your specific use case.
How much does Guardian cost?
Guardian offers a Free plan and a Pro plan with usage-based pricing. You can start for $0 and scale based on monthly identifications.
Is this your brand?
The exact fixes for Mugshot Labs Inc
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/guardianstack-ai
Cite this score: Engagemii (2026). "AEO Score for Mugshot Labs Inc." Retrieved from https://engagemii.com/aeo/brands/guardianstack-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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