User Testing, Adoption & Iteration: AI Product Development Specialist 301 (TC-APDS-301)
Turn Real Feedback into Real Progress — Build AI Products Users Actually Love
This course includes.
Curriculum & lectures.
+ Module 1 – Getting Real: Testing Your AI Product 5 lectures
+ Module 2 – Metrics, Data, and Feedback Loops 5 lectures
+ Module 3 – Driving Adoption & Retention 3 lectures
About this course.
Your AI prototype works — but does it work for your users?
In APDS-301, you’ll take your product out of the lab and into the real world.
This course teaches you how to test, measure, and evolve your AI product based on real user interactions. You’ll learn to gather data, interpret results, and make informed improvements that boost trust, adoption, and retention.
This is where AI builders become AI product leaders — turning test users into loyal fans.
💡 What You’ll Learn
- How to design meaningful AI product tests that measure usability and model accuracy.
- How to collect and analyze user feedback alongside technical metrics.
- How to improve adoption through trust, transparency, and great onboarding.
- How to close the loop — from prototype to product to loyal community.
🧩 Inside the Course
Module 1 – Getting Real: Testing Your AI Product
Test early, test smart. Learn to define your testing goals, design effective experiments, and recruit the right users.
🎯 Hands-On: Run a Mini User Test on Your AI Product Prototype and Record Insights.
Module 2 – Metrics, Data, and Feedback Loops
Understand what success looks like. You’ll learn to track precision, relevance, and satisfaction metrics — and turn them into actionable insights.
🎯 Hands-On: Create a Simple Dashboard to Visualize AI Product Performance and Usage.
Module 3 – Driving Adoption & Retention
Help users get it and stay with it. Learn to design onboarding flows, explain AI decisions clearly, and market your product with confidence and purpose.
🎯 Hands-On: Create a Trust-First Onboarding Plan for Your AI Product.
🧠 By the End of This Course, You’ll:
✅ Know how to run structured user tests for AI-powered products.
✅ Have a data-driven process for improving accuracy and experience.
✅ Understand how to build trust and loyalty through design and communication.
✅ Be ready to ship an AI product that’s user-approved and adoption-ready.
🎓 Course Snapshot
- Focus: Getting real-world feedback and iterating intelligently
- Level: Advanced / Real-World Application
- Vibe: Fast, creative, and practical — for AI builders who care about real impact
- Includes: Lifetime access + user testing templates + analytics dashboard guide
🌍 Why This Course Matters
AI products don’t succeed because they’re powerful — they succeed because they’re understood, trusted, and loved.
This course gives you the framework to make that happen — from the first test to full-scale adoption.
👉 Enroll now and master the loop of testing, adoption, and iteration — the secret to creating AI products that last.
Taught by people who ship.
Alex Kropf
Mammoth Club's CLO, public speaker, consultant, IT author and Senior Software Developer. Alex has produced best-selling courses, books and workshops for Mammoth Club, Course Pro and our clients since 2016.
Ready to start building?
Turn Real Feedback into Real Progress — Build AI Products Users Actually Love