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AI Visibility Scorecard

NA-MFG

NA-MFG

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na-mfg.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl NA-MFG, 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 3 times

Claude · Meta AI · ChatGPT

#207,225 of 244,157 in Manufacturing & Industrial for AI visibility

3

AEO Visibility

i

Near-invisible · 3.4/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About NA-MFG

from our crawl and measurement

NA-MFG, based in Cedars of Edina, MN, describes itself simply: "Welcome to NA-MFG NA-Mfg is an Eco manufacturing system organization, where we provide the services of Custom Metal parts contract manufacturing and Supply Chain." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Manufacturing & Industrial
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

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 Authority

0

Little domain authority yet.

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.

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 3.4/10, NA-MFG is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for NA-MFG: How-To

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 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/na-mfg

Cite this score: Engagemii (2026). "AEO Score for NA-MFG." Retrieved from https://engagemii.com/aeo/brands/na-mfg

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

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