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AI Visibility Scorecard
Machine Design
machinedesign.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Machine Design, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#58 of 246,849 in Manufacturing & Industrial for AI visibility
7
AEO Visibility
iVisible · 7/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Machine Design
from our crawl and measurement
Machine Design is a business whose own site puts it this way: "Machine Design covers exclusive insights on machinery, design tutorials, and innovative solutions in the ever-evolving industrial and manufacturing landscape." Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
Our crawl found structured data on the page (NewsMediaOrganization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
7
Press and news coverage.
Community
7
Forum and community discussion.
Social Mentions
5
Social discussion and mentions.
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 7/10, Machine Design has a working base to build on - fixable, and the signals above are where to start.
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/machinedesign
Cite this score: Engagemii (2026). "AEO Score for Machine Design." Retrieved from https://engagemii.com/aeo/brands/machinedesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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