AI Product Leadership Module 3: Building AI Decision Systems
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 AI Decision Operating System (AI-DOS). Use AI to improve research, prioritization, communication, and executive decision-making while creating repeatable systems that increase the speed, quality, and consistency of product leadership.
What you'll 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.
This course includes:
Course 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
Description
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
Who is this course 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.
Who is this course 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.
Instructors
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.
Frequently Asked Questions
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.
You're one step away from learning new skills, achieving your career goals, & earning a certificate.
Certificate of Completion
AI Product Leadership Module 3: Building AI Decision Systems
Graduated from AI Product Leadership Module 3: Building AI Decision Systems at Zomra, with strong grasp of its fundamentals, completed all coursework and activities.