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AI Visibility Scorecard

MPD Welding

MPD Welding

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mpdwelding.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl MPD Welding, 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

Amazon Alexa

#109,537 of 228,646 in Manufacturing & Industrial for AI visibility

4.7

/10

AEO Score

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About MPD Welding

from our crawl and measurement

MPD Welding, based in Wyoming, MI, describes itself simply: "Local welding shop in Grand Rapids, MI. MPD Welding Grand Rapids Inc. provides local welding services and professional welders in GR." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited once in our tracking, including AmazonBot (Alexa AI).

Industry · Manufacturing & Industrial
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

10

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 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 4.7/10, MPD Welding is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for MPD Welding

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MPD Welding: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MPD Welding." Retrieved from https://engagemii.com/aeo/brands/mpdwelding

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

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