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AI Visibility Scorecard
LiminalML
liminalml.com · Technology
Borderline visible. AI bots can crawl LiminalML, 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 8 times
Meta AI · Claude · Apple Intelligence
#918,843 of 2,647,298 in Technology for AI visibility
4.9
/10
AEO Score
About LiminalML
from liminalml.com
Six-stage study sessions for machine learning and SWE: intuition, derivations, runnable code, and retrieval. Great for ML interview prep. Two full sessions with no account.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
3
Forum and community discussion.
Social Mentions
0
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 4.9/10, LiminalML is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LiminalML
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LiminalML.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liminalml
Cite this score: Engagemii (2026). "AEO Score for LiminalML." Retrieved from https://engagemii.com/aeo/brands/liminalml
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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