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AI Visibility Scorecard

Madden Fabrication

Madden Fabrication

Unclaimed

madfab.com · mechanical or industrial engineering

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

AI engines read this profile 5 times

ChatGPT · Claude

#19,625 of 789,868 in Home & Living for AI visibility

6.2

/10

AEO Score

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About Madden Fabrication

from our crawl and measurement

Madden Fabrication, based in Portland, describes itself simply: "We are a metal fabrication shop in Portland, OR, specializing in structural and architectural fabrication projects for commercial and residential clients." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.

Off the page, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1992.

Industry · mechanical or industrial engineering
Last scored · Aug 2, 2026
Employees · 11-50
Founded · 1992

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

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

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

9

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 Trust

1

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

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 6.2/10, Madden Fabrication has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Madden Fabrication

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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