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AI Visibility Scorecard
cqmfg.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Custom Quality Manufacturing, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Apple Intelligence
#30,656 of 237,152 in Manufacturing & Industrial for AI visibility
5.7
/10
AEO Score
from our crawl and measurement
Custom Quality Manufacturing, based in Aylmer, Ontario, describes itself simply: "Metal Fabrication and Laser Cutting Services. We are a leading company in the field of metal fabrication, offering a range of services and solutions for custom metal parts and products." 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: structured data describing the business and a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and a heading structure that lays out what it offers.
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 2 times in our tracking, including Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
4
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.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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.
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, Custom Quality Manufacturing has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Custom Quality Manufacturing
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cqmfg
Cite this score: Engagemii (2026). "AEO Score for Custom Quality Manufacturing." Retrieved from https://engagemii.com/aeo/brands/cqmfg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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