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Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. Mcmaster just got measured.
4/10 means Mcmaster is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
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.
Category: E-commerce
mcmaster.com1
Structured Data
6
Content Structure
6
Entity Clarity
2
E-E-A-T Signals
7
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on May 13, 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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