▲ 5.0 since Jul 2026
#56,397 OF 2,702,035 IN TECHNOLOGY
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AI Visibility Scorecard
Machine Learning Pills
mlpills.substack.com · Technology
Somewhat visible. AI bots can read Machine Learning Pills, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#56,397 of 2,702,035 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Machine Learning Pills
from our crawl and measurement
"Weekly pill-sized articles on key AI, Machine Learning and Data Science concepts. Click to read Machine Learning Pills, by David Andrés, a Substack publication with tens of thousands of." That is how Machine Learning Pills introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
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 6.7/10, Machine Learning Pills has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Machine Learning Pills
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlpills-substack
Cite this score: Engagemii (2026). "AEO Score for Machine Learning Pills." Retrieved from https://engagemii.com/aeo/brands/mlpills-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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