Limited time · 90% off Premium Membership - claim $199 deal →
Mammoth Club All levels 3 sections 13 lectures

User Testing, Adoption & Iteration: AI Product Development Specialist 301 (TC-APDS-301)

Turn Real Feedback into Real Progress — Build AI Products Users Actually Love

01
Skill level
All levels
02
Sections
3
03
Lectures
13
04
Instructor
Alex Kropf
What's inside

This course includes.

3
Sections
13
Lectures
Certificate of completion
Included
Mobile and desktop access
Included
AI learning assistance
Included
Unlock all courses with our Subscription Bundle! Get unlimited access to entire course library, books and assets. Learn more and subscribe today!
Course content

Curriculum & lectures.

3 sections · 13 lectures
+ Module 1 – Getting Real: Testing Your AI Product 5 lectures
The Power of Early Feedback – Why it’s better to be embarrassed early than ignored later. Locked
Defining User Testing Goals for AI Products – Identify whether you’re testing accuracy, usability, confidence, or value. Locked
Designing Effective AI Product Tests – Use A/B testing, usability studies, and controlled model experiments. Locked
Recruiting Test Users for AI Products – Find ideal testers who match your AI product’s target personas. Locked
Hands-On: Run a Mini User Test on Your AI Product Prototype and Record Insights. Locked
+ Module 2 – Metrics, Data, and Feedback Loops 5 lectures
Measuring Success Metrics for AI Products – Track model precision, relevance, and user satisfaction side-by-side. Locked
Building Feedback Loops for AI Products – Use user feedback and AI performance data to improve continuously. Locked
Analytics for AI Product Behavior – Monitor prediction quality, user engagement, and trust levels. Locked
Data-Driven Iteration for AI Products – Combine qualitative feedback with model metrics to make smarter improvements. Locked
Hands-On: Create a Simple Dashboard to Visualize AI Product Performance and Usage. Locked
+ Module 3 – Driving Adoption & Retention 3 lectures
Onboarding Users to AI Products – Design first-use experiences that teach users how to interact with AI confidently. Locked
Building Trust and Transparency in AI UX – Explain AI decisions clearly to encourage adoption and reduce fear. Locked
Marketing and Messaging for AI Product Adoption – Align your brand story with your AI’s purpose and benefits. Locked
Description

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.

Instructors

Taught by people who ship.

Alex Kropf

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

Buy lifetime access →