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AI Visibility Scorecard

cgmgear.com

cgmgear.com

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cgmgear.com · Manufacturing & Industrial

At 2.8/10, cgmgear.com 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#233,663 of 249,852 in Manufacturing & Industrial for AI visibility

3

AEO Visibility

i

Near-invisible · 2.8/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About cgmgear.com

from our crawl and measurement

"We can provide gears and gear cutting in any quantity, from 1 to many 1000’s.All types of materials can be utilized: steel, stainless, brass, bronze, cast iron and plastic." That is how MANUFACTURERS OF GEARS & MACHINE PARTS of Livermore, CA introduces itself. 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 · Manufacturing & Industrial
Last scored · Sep 17, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

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 2.8/10, cgmgear.com is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for cgmgear.com: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on September 17, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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