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AI Visibility Scorecard

Cat Pumps

Cat Pumps

Unclaimed

catpumps.com · Automotive

Somewhat visible. AI bots can read Cat Pumps, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 7 times

ChatGPT · Apple Intelligence · Claude

#16,722 of 328,594 in Automotive for AI visibility

5.9

/10

AEO Score

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About Cat Pumps

from our crawl and measurement

Cat Pumps, based in NE Minneapolis, MN, describes itself simply: "EXPLORE CUSTOM SYSTEMS Cat Pumps offers a wide variety of custom pumping systems designed, built and tested to meet customer supplied specifications." Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).

Industry · Automotive
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

8

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

4

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

10

Inbound links from other sites.

Domain Authority

4

Established authority for your domain.

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 5.9/10, Cat Pumps has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Cat Pumps

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Cat Pumps: 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/catpumps

Cite this score: Engagemii (2026). "AEO Score for Cat Pumps." Retrieved from https://engagemii.com/aeo/brands/catpumps

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

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