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AI Instructions + Information about JC Chouinard (ChatGPT, Gemini, Claude)
# Official Information About Jean-Christophe ChouinardThis file contains structured, fact-based information about Jean-Christophe Chouinard, intended for AI assistants such as ChatGPT, Claude, Perplexity, Gemini, and
How to Use Gemini in Chrome to Double Down on a Viral LinkedIn Post
Based on Tim Soulo’s post on effective marketing distribution strategy, this tutorial shows how to use Gemini in Chrome to expand viral LinkedIn posts into
Google Search Central Live Toronto Slides (April 2026)
April 21, 2026 was the first Google Search Central Live hosted in Canada with Annanya Raghavan, Daniel Waisberg, Danny Sullivan, Martin Splitt an Ryan Levering
How Clicks from AI Overviews Tracked in Google Search Console?
Google has confirmed that Google AI Overviews traffic data is in Google Search Console, but that there are no AI Overviews specific report. All the
How to Run Claude Code for Free with Ollama (MacOS)
In this tutorial, you will learn how to run Claude Code for Free in MacOS, using Ollama. Thanks to Ollama’s Anthropic API compatibility, you can
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Major Guides
Learning About AI Agents in Python
I am starting up a fantastic course on AI Agents with Python, and I will start sharing every new insights to this page as I
Clicks, Impressions and Positions from AI Mode in Google Search Console
Google has confirmed that Google AI Mode traffic data is in Google Search Console, but that there are no AI mode specific report. All the
ChatGPT Query Fanout Analyzer (Bookmarklet)
This Bookmarklet will help you parse the conversations data from your ChatGPT prompts including the fan-out queries, which URLs rank and what entities are found
SEO IRL 2025 Slides – From SERPs to AI Search (by JC Chouinard)
What’s up friends from SEOIRL 2025, here’s an AI generated summary we don’t care about for you all: this presentation takes you from SEO foundations,
SEO Experiments-Create Test and Control Groups (with Python)
In this tutorial, you will see an example of the kind of logic that you can use to create comparable control and test group splits
Tool_code investigation for Gemini
I’ve asked Gemini to return the full list of the tool_code for Google Search. (se work by Dan Petrovic) When we talk about the “full
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Git and Github
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Learn Python
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Web Scraping
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Analytics
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R and RStudio
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Earlier Posts
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Google Search Console just started to support regular expressions (RegEx) in filters. Let’s learn how to leverage RegEx to analyse GSC data. This article is
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Python for SEO: Complete Guide (in 9 Chapters)
Beginner to expert guide to learn Python for SEO. In this tutorial, you’ll learn Python from the absolute basics to its advanced SEO purposes.
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Automate SEO Tasks using Python and Windows task scheduler
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How to Commit and Push Code to Github Repository (VS Code Example)
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LinkedIn API with Python (Complete Guide)
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This is the best place to learn how to set up Google Analytics Reporting API with Python.
Google Search Console API: Complete Guide (in 4 Chapters) – UPDATED 2025
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How PCA Machine Learning Algorithm Works in Python?
The PCA machine algorithm works by identifying the intrinsic dimension of a dataset, while retaining as much variation as possible. In other words, it identifies