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AI Visibility Scorecard
mcgworkbench.com · Technology
At 2.8/10, McG Workbench is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,624,629 of 2,832,205 in Technology for AI visibility
2.8
/10
AEO Score
from our crawl and measurement
McG Workbench Quality custom crafts and services. is a business whose own site puts it this way: "Skip to content McG Workbench HomeAbout UsContact UsShopServices McG Workbench Give us a project and we’ll make it!." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
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.
0
No Reddit mentions found yet.
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 2.8/10, McG Workbench is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for McG Workbench
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcgworkbench
Cite this score: Engagemii (2026). "AEO Score for McG Workbench." Retrieved from https://engagemii.com/aeo/brands/mcgworkbench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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