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AI Visibility Scorecard

Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.

Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.

Unclaimed

tomzspencer.com · Media & Entertainment

Somewhat visible. AI bots can read Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post., but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 5 times

Meta AI · Claude · Apple Intelligence

#463,055 of 1,910,546 in Media & Entertainment for AI visibility

5.4

/10

AEO Score

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About Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.

from our crawl and measurement

"New short stories here. My book is available on Amazon. There's a link to it on every post." That is how Good Luck! introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.

Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Media & Entertainment
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

6

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 5.4/10, Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post. has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.

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Picked for Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Good Luck! - New short stories here. My book is available on Amazon. There's a link to it on every post.." Retrieved from https://engagemii.com/aeo/brands/tomzspencer

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

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