# AI Product Leadership Module 3: Building AI Decision Systems > Great AI leaders don't rely on intuition, they build decision systems. In this module, you'll learn how to evaluate AI products using modern Evals frameworks and build your own… - **URL:** https://zomra.io/courses/ai-product-leadership-module-3-building-ai-decision-systems - **Type:** Course - **Last updated:** August 11, 2026 - **Category:** Product Management - **Price:** Free - **Taught in:** English ## About this course As AI products become more complex, leadership decisions must become more evidence-based. Success is no longer measured by shipping features alone, but by continuously evaluating quality, learning from data, and making better decisions at scale. In this module, you'll learn how to build AI-powered decision systems that improve both your products and your leadership. You'll explore modern AI evaluation (Evals) frameworks to measure model quality, customer outcomes, and business impact using offline and online evaluations, LLM-as-a-Judge, human evaluation, and meaningful success metrics. Beyond product evaluation, you'll design your own AI Decision Operating System (AI-DOS)—a repeatable framework that uses AI to accelerate research, synthesize insights, prioritize opportunities, write product documents, manage roadmaps, automate stakeholder communication, capture organizational knowledge, and support executive decision-making. By the end of this module, you'll replace ad hoc decision-making with scalable systems that improve the speed, consistency, and quality of leadership across your product organization. ### Important Note **This module can be purchased independently or as part of the complete _AI Product Leadership_ Executive Program.** Purchasing the full program provides a discounted bundle price, access to all four modules, executive workshops, the AI Product Leadership Playbook, coaching sessions, and certification. Learn more about the full program **here** ## What you will learn - Design AI evaluation (Evals) frameworks that measure product quality, customer value, and business impact. - Apply offline and online evaluations, LLM-as-a-Judge, and human evaluation techniques. - Define meaningful AI quality metrics and executive success indicators. - Build an AI Decision Operating System (AI-DOS) for research, prioritization, planning, and communication. - Use AI to automate executive workflows, product documentation, and knowledge management. - Improve decision quality through AI-native operating processes and repeatable leadership systems. - Create scalable decision frameworks that support continuous product improvement and organizational learning. ## Who this course is for - Senior Product Managers, with at least 4 years of experience, looking to transition into product leadership roles. - Lead Product Managers and Group Product Managers responsible for product strategy and cross-functional execution. - Heads of Product, Directors of Product, and Chief Product Officers leading product organizations and AI initiatives. - Startup founders and entrepreneurs building AI-powered products or transforming existing products with AI. - Product leaders driving AI adoption, organizational transformation, and innovation within their companies. - Digital transformation leaders, innovation managers, and business leaders working closely with product teams on AI initiatives. - Product professionals who want to move beyond using AI tools and learn how to lead AI-powered products, teams, and organizations. ## Requirements - Product Managers with 4+ years of experience - Senior PMs, Product Leads, Heads of Product, Directors, CPOs, and founders - Familiarity with product management fundamentals - Laptop with access to ChatGPT, Claude, Gemini, Cursor (or equivalent AI tools) - No coding experience required - 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 ## 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-product-leadership-module-3-building-ai-decision-systems