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AI Visibility Scorecard

STEVEN JOHN IRBY

STEVEN JOHN IRBY

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41to99.com · Media & Entertainment

At 2.9/10, STEVEN JOHN IRBY is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,688,977 of 1,898,199 in Media & Entertainment for AI visibility

2.9

/10

AEO Score

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About STEVEN JOHN IRBY

from our crawl and measurement

"Irby enlists a visual motif around death and repurposes these candles in order to penetrate the invisible wall that protects certain privileged communities from the reality of." That is how STEVEN JOHN IRBY introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.

The site gets some of it right: it has structured data on the page (WebSite), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

4

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 2.9/10, STEVEN JOHN IRBY is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for STEVEN JOHN IRBY

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for STEVEN JOHN IRBY: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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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/41to99

Cite this score: Engagemii (2026). "AEO Score for STEVEN JOHN IRBY." Retrieved from https://engagemii.com/aeo/brands/41to99

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

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