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AI Visibility Scorecard

McMaster

McMaster

Unclaimed

mcmaster.com · logistics and supply chain

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

AI engines read this profile 1 times

Claude

#1,633 of 686,472 in Home & Living for AI visibility

6.8

/10

AEO Score

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About McMaster

from mcmaster.com

McMaster-Carr is the complete source for your plant with over 595,000 products. 98% of products ordered ship from stock and deliver same or next day.

Industry · logistics and supply chain
Last scored · Jul 10, 2026
Employees · 1001-5000
Founded · 1901

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

6

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

6

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

5

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

1

Press and news coverage.

Community

6

Forum and community discussion.

Reddit

8

Reddit mentions and discussion.

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 6.8/10, McMaster has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for McMaster

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for McMaster: Home & Living

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Source & Attribution

Scored by Engagemii on July 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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