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AI Visibility Scorecard

Catalyst Ink

Catalyst Ink

Unclaimed

catalyst-ink.com · Nonprofits

Borderline visible. AI bots can crawl Catalyst Ink, 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 2 times

Claude

#576,875 of 772,115 in Nonprofits for AI visibility

3.8

/10

AEO Score

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About Catalyst Ink

from our crawl and measurement

Catalyst Ink, based in Chicago, IL, describes itself simply: "A boutique professional imprint specializing in GTM strategy, Private Equity leadership guides, and the ethical application of AI in business." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

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

Off the page there is only faint evidence that only a handful of 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 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 108 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Nonprofits
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

9

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

9

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

AI Discoverability

3

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, Catalyst Ink is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Catalyst Ink: 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/catalyst-ink

Cite this score: Engagemii (2026). "AEO Score for Catalyst Ink." Retrieved from https://engagemii.com/aeo/brands/catalyst-ink

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

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