AI VISIBILITY SCOREAS OF 2026-08-08 · ENGAGEMII INDEX
4.4/ 10

▼ 0.6 since Jul 2026

#1,078,664 OF 1,962,745 IN MEDIA & ENTERTAINMENT

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

RationalStuffSearchDark modeLight mode

RationalStuffSearchDark modeLight mode

Unclaimed
⚠ Identity mismatch

rationalstuff.com · Media & Entertainment

Borderline visible. AI bots can crawl RationalStuffSearchDark modeLight mode, 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 1 times

Claude

#1,078,664 of 1,962,745 in Media & Entertainment for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

8

AI Adoption

i

Basic · 8/100

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About RationalStuffSearchDark modeLight mode

from our crawl and measurement

RationalStuffSearchDark modeLight mode is a business whose own site puts it this way: "Welcome to RationalStuff, long-form takes on technology, politics, and the forces shaping our future." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.

Industry · Media & Entertainment
Last scored · Aug 8, 2026

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

Strong

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 4.4/10, RationalStuffSearchDark modeLight mode is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

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You got a problem?

I have tried throughout my career to be a problem solver. But I have learned that there are many barriers to being a good problem solver.politicsJan 12, 2019

Is big business more responsive than elected representatives?

I think it is taken as a given that one of the functions of good government is to regulate businesses and trade.technologyMar 16, 2018

2018: Is the GPU the most important tech of the year?

It is not often that one technology or trend dominates an entire year. The internet and dotcom had a couple years like that.politicsMar 14, 2018

Can Markets solve the massacre prevention problem?

As you may know from previous posts I like to look at things in different ways than most folks.politicsJan 31, 2018

Is this your brand?

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The exact fixes for RationalStuffSearchDark modeLight mode

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Picked for RationalStuffSearchDark modeLight mode: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for RationalStuffSearchDark modeLight mode." Retrieved from https://engagemii.com/aeo/brands/rationalstuff

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

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