AI Visibility Scorecard
Notes on Data Science, Python, ML, systems and more
datapythonscience.com · Technology
At 1.55/10, Notes on Data Science, Python, ML, systems and more is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 50% in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →1.55
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
2
About Notes on Data Science, Python, ML, systems and more
from our crawl and measurement
Notes on Data Science, Python, ML, systems and more works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.55 out of 10.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Notes on Data Science, Python, ML, systems and more
- Website ·
- datapythonscience.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 read your site and name it in answers. At 1.55/10, Notes on Data Science, Python, ML, systems and more is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
When can you skip SQL parameterization?
First, the rest of this article probably is not for you if you are building a public facing application on top of any sort of sensitive data. Public facing databases should use query parametrization, a topic into which I will delve another day. This post is about writing queries for data science applications. It is not guidance for general web development.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/datapythonscience
Cite this score: Engagemii (2026). "AEO Score for Notes on Data Science, Python, ML, systems and more." Retrieved from https://engagemii.com/aeo/brands/datapythonscience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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