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AI Visibility Scorecard

Metal Fabrication

Metal Fabrication

Unclaimed

mcmetalworksmd.com Β· Home & Living

Borderline visible. AI bots can crawl Metal Fabrication, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 1 times

Claude

#350,831 of 736,664 in Home & Living for AI visibility

4.5

/10

AEO Score

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About Metal Fabrication

from mcmetalworksmd.com

MC Metal Works in Pasadena, MD is your source for welding and custom metal work. Call 410-361-0397.

Industry Β· Home & Living
Last scored Β· Jul 31, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

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

9

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

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.

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 4.5/10, Metal Fabrication is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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