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June 20, 2025 30 mins

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Disclaimer: The AI Paycheck Podcast is for informational purposes only and does not provide financial, investment, or legal advice. Please consult a professional before making decisions based on our content.


Welcome to AI Side Hustle! In this game-changing episode, we're diving deep into the trillion-dollar problem of financial fraud and how you can turn it into a powerhouse passive income stream. Join us as AI Paycheck host Raje chats with Mukil, a trailblazer who built an AI fraud detection system now generating an astounding $45,000/month in semi-passive income.


Discover why this niche is a passive income powerhouse: learn about recurring revenue models, incredible scalability (one AI model serving thousands!), and the low maintenance required once your system is up and running. Mukil’s system, built with Python’s Scikit-learn, already scans 5 million transactions daily with 98% accuracy. Freelancers charge $15K–$50K to build a custom system, but productizing offers the real win, with clients paying $1K–$10K/month per access.


Mukil breaks down the essential tech stack for beginners, from sourcing public datasets like IEEE-CIS Fraud Detection on Kaggle, to leveraging powerful frameworks such as TensorFlow, PyTorch, or XGBoost for quick wins. Get expert tips on tracking device fingerprints, transaction velocity, and geolocation mismatches, plus how to use synthetic data generators like SDV! Learn crucial strategies for handling imbalanced data using techniques like SMOTE and Anomaly Detection models (Isolation Forests), ensuring your AI doesn't get 'lazy'.


Ready to turn your code into cash? Mukil reveals his "Zero to Sale" blueprint:

  • Productize your model: Wrap your model in a Docker container and offer it as an API using FastAPI, complete with a free Streamlit dashboard.
  • Pilot Pricing: Attract early clients with a free 30-day trial to gather invaluable feedback and refine your model.
  • Sales Hack: Master the art of targeted cold outreach on LinkedIn, specifically targeting CFOs at fintech startups with 50–200 employees, or users of platforms like Shopify stores or Stripe. Mukil shares his exact cold message that boasts a 22% close rate, highlighting how his system blocked millions in fraud and asking, "Can I do the same for you?"


Learn the secrets to making your income truly passive. Mukil outlines how to automate three key layers: monitoring for model drift with Prometheus/Grafana, scheduled retraining using Apache Airflow, and seamless client management with tools like Stripe for billing and Zapier to onboard new users. He now spends just 5 hours/week managing 17 clients! Plus, don't miss his biggest mistake to avoid: don't chase perfection—start with a minimum viable model that catches 80% of fraud and improve it live with client data.

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