Shipping is only the beginning. In this hands-on module, you'll deploy your AI product, add authentication and cost controls, and learn how to prove it works with AI-native evaluation frameworks. You'll run usability tests with real and synthetic users, uncover friction points, and improve your product using AI-powered feedback. Leave with a live, validated AI product that's ready for real users—not just a demo.
Building an AI product is only half the challenge, the real test is whether it works reliably for real users.
In this hands-on module, you'll learn how to take your AI product from prototype to production. You'll deploy your application, implement authentication, manage inference costs, and follow a practical launch checklist designed for solo builders.
But shipping isn't enough. You'll also learn how to evaluate AI systems using modern techniques like golden datasets, LLM-as-a-Judge, and automated regression testing to ensure your product remains accurate as prompts and models evolve. Then you'll validate the user experience through AI-powered usability testing, combining real user feedback, synthetic users, AI-moderated interviews, and vision-model UX audits to uncover issues faster than traditional research methods.
By the end of the module, you'll have more than a live product—you'll have evidence that it works, insights to improve it, and a repeatable validation process you can use for every AI product you build.
This module can be purchased independently or as part of the complete AI PM Builder Program. Purchasing the full program provides a discounted bundle price, access to all four modules, projects, the AI PM Playbook, coaching sessions, and certification. Learn more about the full program here
Product thinkers in any role (PM, designer, marketer, ops, analyst) who want to build, not just spec.
Solo entrepreneurs and indie makers building an AI-powered product.
Founders validating an AI idea before hiring.
Domain experts who want to turn their expertise into an AI product.
Product thinkers in any role (PM, designer, marketer, ops, analyst) who want to build, not just spec.
Solo entrepreneurs and indie makers building an AI-powered product.
Founders validating an AI idea before hiring.
Domain experts who want to turn their expertise into an AI product.
1 Weeks • 1 Modules • 4 lessons (3 live lessons)
Dorra Mlouhi is a product leader, Product Management instructor, and startup advisor with over 11 years of experience building and scaling digital products across global B2B and B2C markets. With a background in computer science engineering, she combines deep technical expertise with strategic thinking, leadership, and storytelling to solve complex, human-centered challenges.
She has held product leadership roles at Amazon Web Services (AWS), Trivago, and Tesco, where she led high-impact initiatives that translated advanced technologies into scalable, customer-centric solutions. As an AI-forward product leader, Dorra actively explores and experiments with emerging AI capabilities to reimagine how products are designed, built, and delivered.
Currently, she serves as a Product Leader at AWS and is the co-founder of Rituals.pm, a community dedicated to empowering the next generation of product professionals through practical frameworks, mentorship, and continuous learning.
If you still have questions, contact instructor or Zomra on LinkedIn
All live sessions are recorded and available for replay within 24 hours. You can watch them at your convenience.
Certificate of Completion
Graduated from AI PM Builders Module 3: Ship & Validate at Zomra, with strong grasp of its fundamentals, completed all coursework and activities.