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AI Visibility Scorecard

Tommy Collison

Tommy Collison

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tommycollison.com · Technology

Borderline visible. AI bots can crawl Tommy Collison, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#2,222,049 of 2,639,110 in Technology for AI visibility

3.2

/10

AEO Score

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About Tommy Collison

from our crawl and measurement

Tommy Collison describes itself simply: "Book list Great Books project Portfolio I live in San Francisco, work at Cursor, and care about increasing access to opportunity." As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.

The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page, people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

1

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

2

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

2

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

5

Forum and community discussion.

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 3.2/10, Tommy Collison is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Tommy Collison

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Tommy Collison: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Tommy Collison." Retrieved from https://engagemii.com/aeo/brands/tommycollison

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

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