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AI Visibility Scorecard

moduforge.com

Name: moduforge.com - AI Visibility Score
Creator: Engagemii
Published: 2026-08-09T04:36:00.033Z
License: https://creativecommons.org/licenses/by/4.0/

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moduforge.com · E-commerce

Borderline visible. AI bots can crawl moduforge.com, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#454,534 of 539,028 in E-commerce for AI visibility

3.1

/10

AEO Score

About moduforge.com

from our crawl and measurement

Stoney Racing Performance Cooling Parts describes itself simply: "I bought this along with the coolant hose kit and the heater hose kit." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 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 3.1/10, moduforge.com is crawlable but under-signaled - fixable, and the signals above are where to start.

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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/moduforge

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

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