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AI Visibility Scorecard
Kevin J DeBruin
stemprosbook.com · Media & Entertainment
At 2.7/10, Kevin J DeBruin 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
#1,736,880 of 1,892,788 in Media & Entertainment for AI visibility
2.7
/10
AEO Score
About Kevin J DeBruin
from our crawl and measurement
STEM PROs Book Kevin J DeBruin describes itself simply: "Practical life and career advice from those doing it and those who have done it and switched paths.*Now with 100+ STEM Professionals!." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.
Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 2.7/10, Kevin J DeBruin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kevin J DeBruin
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stemprosbook
Cite this score: Engagemii (2026). "AEO Score for Kevin J DeBruin." Retrieved from https://engagemii.com/aeo/brands/stemprosbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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