# AI PM Builders Module 3: Ship & Validate

> 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…

- **URL:** https://zomra.io/courses/ai-pm-builders-module-3-ship-validate
- **Type:** Course
- **Published:** July 13, 2026
- **Last updated:** July 15, 2026
- **Category:** Product Management
- **Price:** $260.00
- **Taught in:** English

## About this course

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.

### Important Note

**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**

## What you will learn

- Deploy your AI product to production.
- Implement authentication, usage limits, and cost controls.
- Create evaluation datasets (golden sets) to measure AI quality.
- Use LLM-as-a-Judge and modern evaluation tools like Promptfoo, Braintrust, and LangSmith.
- Prevent regressions as prompts and models evolve.
- Conduct AI-powered usability testing with real and synthetic users.
- Analyze user sessions using AI moderation and vision-model UX audits.

## Who this course is for

- 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.

## Requirements

- Comfort thinking in products, no engineering background required.
- Familiarity with product management fundamentals
- Laptop with access to ChatGPT, Claude, Gemini, Cursor (or equivalent AI tools)
- Willingness to build hands-on every week.
- Sessions delivered primarily in Arabic with English resources

## What's included

- Interactive live lessons
- Projects to apply learnings
- Templates or playbooks
- Community of peers
- Certificate of completion
- Lifetime access to all course materials

## Cohorts

- **Cohort 1** — October 3, 2026 → October 9, 2026 · 1 week · 3 live lessons

## Instructor

### Dorra Mlouhi

Product Leader @ Amzon Web Services (AWS)

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](http://Rituals.pm), a community dedicated to empowering the next generation of product professionals through practical frameworks, mentorship, and continuous learning.

- https://www.linkedin.com/in/dorramlouhi/

## Teaching team

### Ahmed Wafaey

ProductxAI Leader

ProductxAI: Shaping Product Destinies from Research, Strategy to Impact.

- https://www.linkedin.com/in/awafaey/
- https://rituals.pm

## Frequently asked questions

### What happens if I can't make a live session?

All live sessions are recorded and available for replay within 24 hours. You can watch them at your convenience.

### Will I receive a certificate after completing the course?

Yes, you will receive a certificate of completion after finishing all required modules and assignments.

### What is your refund policy?

We offer a 14-day money-back guarantee. If you're not satisfied with the course, you can request a full refund within 14 days of enrollment.

## Enrolment

Enrol at https://zomra.io/courses/ai-pm-builders-module-3-ship-validate