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AI Visibility Scorecard

CMD Ltd

CMD Ltd

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cmd-ltd.com · Manufacturing & Industrial

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

AI engines read this profile 4 times

ChatGPT · Claude · Meta AI

#3,921 of 231,895 in Manufacturing & Industrial for AI visibility

6.4

/10

AEO Score

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About CMD Ltd

from our crawl and measurement

CMD Ltd is one of the businesses we track in the Finance & Insurance space. Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (Organization, WebSite, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.

Industry · Manufacturing & Industrial
Last scored · Aug 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

7

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 Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

1

Reddit mentions and discussion.

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 6.4/10, CMD Ltd has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for CMD Ltd

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for CMD Ltd: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cmd-ltd

Cite this score: Engagemii (2026). "AEO Score for CMD Ltd." Retrieved from https://engagemii.com/aeo/brands/cmd-ltd

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

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