AI Visibility Scorecard
Liminal Bits
liminalbits.net · Technology
Borderline visible. AI bots can crawl Liminal Bits, 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 2 times
Claude
#1,299,541 of 2,705,506 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Liminal Bits
from our crawl and measurement
Liminal Bits works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
The site gets some of it right: it has a clear heading structure. What holds it back is what is absent, including credibility markers like credentials or reviews, structured data describing the business, a clearly stated business identity.
Off the page there is almost nothing to corroborate it: almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on. That half of the score is earned elsewhere on the web, not on the site itself.
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
Weak
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.
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 4/10, Liminal Bits is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
E.10 – Quantum Bits, Bodies and Landscapes¿Es una pastilla o es un copy paste?
Un virus mutante ha marcado el fin del progreso moderno. Lo cuántico gobierna ahora, pero las prácticas tecnocientíficas han dejado a las masas sin preparación, atascadas en formas binarias. Cuerpos y paisajes son indistinguibles: partículas que caminan en relaciones siempre cambiantes entre la materia orgánica y los cálculos. En este mundo, se envían cápsulas de experiencia cuántica hacia y desde el futuro.
E.07 – Hola 2021, ¿hacemos el salto cuántico?
En plena pandemia empezamos Liminal Bits. Proyecto que nos acompañó durante un año raro, un hijo pandemial, y asi grabamos este ultimo episodio en el ultimo día de 2020.
E.01 – ¿Qué es el borde del código?
En este primer episodio, nos presentamos a través de nuestra escritura. Pensamos y escribimos acerca de los alrededores de la tecnología, entre la poesía y el análisis crítico. Y nos preguntamos acerca del borde del código, el “soft computing” y las metáforas que ordenan el tiempo y crean tecnologías. Los invitamos a continuar el diálogo, a proponer otros bordes y a ampliar las preguntas o proponer otras!
Is this your brand?
The exact fixes for Liminal Bits
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liminalbits-net
Cite this score: Engagemii (2026). "AEO Score for Liminal Bits." Retrieved from https://engagemii.com/aeo/brands/liminalbits-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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