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AI Visibility Scorecard
MLOps Shenanigans
martynassubonis.substack.com · Technology
Somewhat visible. AI bots can read MLOps Shenanigans, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#65,276 of 2,828,978 in Technology for AI visibility
6.7
/10
AEO Score
About MLOps Shenanigans
from martynassubonis.substack.com
Engineering notes on AI and data infrastructure, the systems and tools that power them. Click to read MLOps Shenanigans, by Martynas Šubonis, a Substack publication with hundreds of subscribers.
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, MLOps Shenanigans has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for MLOps Shenanigans
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/martynassubonis-substack
Cite this score: Engagemii (2026). "AEO Score for MLOps Shenanigans." Retrieved from https://engagemii.com/aeo/brands/martynassubonis-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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