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AI Visibility Scorecard
Autonomous System Safety by Phil Koopman
philkoopman.substack.com · Technology
Somewhat visible. AI bots can read Autonomous System Safety by Phil Koopman, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#65,252 of 2,810,206 in Technology for AI visibility
6.7
/10
AEO Score
About Autonomous System Safety by Phil Koopman
from our crawl and measurement
Autonomous System Safety by Phil Koopman is a business whose own site puts it this way: "Are autonomous systems such as robotaxis safe? And what does "safe" even mean? Plus other posts on Computer System Safety, Embedded Systems, Software. 100% Human-Written. Click...." As far as answer engines are concerned it may as well not exist yet: 1.4 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
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
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, Autonomous System Safety by Phil Koopman has a working base to build on - fixable, and the signals above are where to start.
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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/philkoopman-substack
Cite this score: Engagemii (2026). "AEO Score for Autonomous System Safety by Phil Koopman." Retrieved from https://engagemii.com/aeo/brands/philkoopman-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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