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AI Visibility Scorecard

CMDT Manufacturing

CMDT Manufacturing

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cmdtmfg.com · Manufacturing & Industrial

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

AI engines read this profile 2 times

Claude · Meta AI

#30,824 of 241,831 in Manufacturing & Industrial for AI visibility

5.7

/10

AEO Score

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About CMDT Manufacturing

from our crawl and measurement

CMDT Manufacturing, based in Joshua, TX, describes itself simply: "CMDT specializes in custom fiberglass manufacturing, mold making, and field services. Proudly made in the USA. Request a quote for your custom project today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on some structured data, a few credibility markers, basic crawler access and partial sitemap and link coverage.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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 once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2008.

Industry · Manufacturing & Industrial
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

9

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

1

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 5.7/10, CMDT Manufacturing has a working base to build on - fixable, and the signals above are where to start.

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Picked for CMDT Manufacturing: 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/cmdtmfg

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

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

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