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AI Visibility Scorecard

Coffee Table Science

Name: Coffee Table Science - AI Visibility Score
Creator: Engagemii
Published: 2026-08-10T02:04:49.087Z
License: https://creativecommons.org/licenses/by/4.0/

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coffeetablescience.com · Education

Borderline visible. AI bots can crawl Coffee Table Science, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#384,445 of 860,518 in Education for AI visibility

4.9

/10

AEO Score

About Coffee Table Science

from our crawl and measurement

Coffee Table Science describes itself simply: "Coffee Table Science was founded with the very aim of bringing to you interesting stories that you can discuss with your family and friends." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.

Industry · Education

Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

No inbound links found yet.

Domain Trust

Established authority for your domain.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

No Reddit mentions 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, Coffee Table Science is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Coffee Table Science: How-To

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 August 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/coffeetablescience

Cite this score: Engagemii (2026). "AEO Score for Coffee Table Science." Retrieved from https://engagemii.com/aeo/brands/coffeetablescience

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.