#1,972,879 OF 2,704,670 IN TECHNOLOGY
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AI Visibility Scorecard
453 Labs
453labs.com · Technology
Borderline visible. AI bots can crawl 453 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.
AI engines read this profile 1 times
Claude
#1,972,879 of 2,704,670 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
14
AI Adoption
iBasic · 14/100
About 453 Labs
from our crawl and measurement
"Founder of 453 Labs (formerly Piot Networks). 29 years in enterprise tech, into AI since 2018. Open to founding CPO / VP Product roles." That is how 453 Labs introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (Person), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.8/10, 453 Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 453 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 September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/453labs
Cite this score: Engagemii (2026). "AEO Score for 453 Labs." Retrieved from https://engagemii.com/aeo/brands/453labs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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