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AI Visibility Scorecard

Flatout Group

Name: Flatout Group - AI Visibility Score
Creator: Engagemii
Published: 2026-08-09T09:43:01.502Z
License: https://creativecommons.org/licenses/by/4.0/

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flatoutgroup.com · E-commerce

At 2.5/10, Flatout Group 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#509,894 of 549,082 in E-commerce for AI visibility

2.5

/10

AEO Score

About Flatout Group

from our crawl and measurement

Flatout Group is a business whose own site puts it this way: "flatout group head gaskets, building the finest copper head gaskets since 1998." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.3 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · E-commerce

Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

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

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

No Reddit mentions 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 2.5/10, Flatout Group is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

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Source & Attribution

Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Flatout Group." Retrieved from https://engagemii.com/aeo/brands/flatoutgroup

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