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AI Visibility Scorecard

The Voice of User

The Voice of User

Unclaimed

goodenoughresearch.com · Media & Entertainment

Borderline visible. AI bots can crawl The Voice of User, 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

#1,374,490 of 1,931,625 in Media & Entertainment for AI visibility

4

AEO Visibility

i

Near-invisible · 3.8/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

12

AI Adoption

i

Basic · 12/100

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About The Voice of User

from our crawl and measurement

"Weekly-ish essays on user research, methods, and the state of the field." That is how The Voice of User introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

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

Industry · Media & Entertainment
Last scored · Sep 15, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

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

0

No community discussion yet.

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 3.8/10, The Voice of User is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for The Voice of User: 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 September 15, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for The Voice of User." Retrieved from https://engagemii.com/aeo/brands/goodenoughresearch

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

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