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How I Found My Ideal Customer with AI (ICP Analysis)

2.2K viewsΒ· 89 likesΒ· 26:00Β· Jul 20, 2025

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🀝 Want your team maximizing Claude? I run 1:1 and team AI workshops for companies doing $1M+ per year: https://aibuilder.academy/yt/uZvR1tG4Dng Here, I share how I used LLMs, an embedding model, and traditional ML to craft the ideal customer profile (ICP) for my AI cohorts. Example code is freely available at the GitHub link below. πŸ’» GitHub Repo: https://github.com/ShawhinT/abb-icp Intro - 0:00 What is an ICP? - 0:17 Why should I care? - 1:23 Example: ICP Analysis with LLMs + ML - 2:41 Step 1: Data Prep - 4:47 Step 2: Feature Engineering - 5:52 Step 3: Train ML Models - 11:38 Step 4: Analyze Results - 14:48 Step 5: Constructing ICP - 20:24 Takeaways - 23:45

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