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AI Visibility Scorecard
CMF Group Inc.
cmfginc.com · Manufacturing & Industrial
Somewhat visible. AI bots can read CMF Group Inc., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#73,010 of 229,216 in Manufacturing & Industrial for AI visibility
5.1
/10
AEO Score
About CMF Group Inc.
from our crawl and measurement
CMF Group Inc. describes itself simply: "CMF Group is a trusted partner in industrial construction and maintenance across North America." Its AI visibility score is 5.1 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 (WebPage, BreadcrumbList, WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
6
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
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 5.1/10, CMF Group Inc. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CMF Group Inc.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/cmfginc
Cite this score: Engagemii (2026). "AEO Score for CMF Group Inc.." Retrieved from https://engagemii.com/aeo/brands/cmfginc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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