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AI Visibility Scorecard
limfic.com · Media & Entertainment
Somewhat visible. AI bots can read Liminal Fiction, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#52,835 of 1,880,232 in Media & Entertainment for AI visibility
6.5
/10
AEO Score
from our crawl and measurement
"multiple year renewal form for readers reader login register my lists As an Amazon Associate we earn from qualifying purchases." That is how Liminal Fiction introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: visible credibility markers. It is passable on a workable page structure, a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.
Away from its own site, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
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.
6
Reddit mentions and discussion.
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 6.5/10, Liminal Fiction has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Liminal Fiction
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/limfic
Cite this score: Engagemii (2026). "AEO Score for Liminal Fiction." Retrieved from https://engagemii.com/aeo/brands/limfic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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