AI Visibility Scorecard
LiminalEngineering
liminalengineering.com · Technology
Borderline visible. AI bots can crawl LiminalEngineering, 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 3 times
Claude · Apple Intelligence
#2,230,846 of 2,707,329 in Technology for AI visibility
52
AI Naming Predictability
iSometimes named · 52/100
3
AEO Visibility
iNear-invisible · 3.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About LiminalEngineering
from our crawl and measurement
LiminalEngineering describes itself simply: "occupying a position at, or on both sides of, a boundary or threshold." When AI engines look at it, they find little to work with. It scores 3.2 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.2/10, LiminalEngineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Liminal Engineering?
Liminal: 1. occupying a position at, or on both sides of, a boundary or threshold. 2. relating to a transitional or initial stage of a process. Liminal Engineering is engineering in the transitional spaces between systems - between natural and anthropogenic systems, across time and space.
Why does this website exist?
This website was created to serve two purposes: 1. Act as my personal website, 2. Provide a practical project to help me learn Flask, HTML, and CSS. I wanted to grow my web-app skills for fun and for professional development.
Is this your brand?
The exact fixes for LiminalEngineering
Which AI engines already crawl you
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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/liminalengineering
Cite this score: Engagemii (2026). "AEO Score for LiminalEngineering." Retrieved from https://engagemii.com/aeo/brands/liminalengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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