Lead successful AI transformation projects
Get the knowledge, frameworks and capabilities you need to lead complex AI initiatives that create new value for your organization and new opportunities for your career.
Lead successful AI transformation projects
Get the knowledge, frameworks and capabilities you need to lead complex AI initiatives that create new value for your organization and new opportunities for your career.
Learn a practical framework for AI projects
Discover a clear, practical pattern-based approach to plan, assess and navigate AI projects with confidence.
PMI® Essentials: Seven AI Project Patterns
Free for everyone
This course introduces the Seven Patterns of AI, a pattern-based approach for recognizing and assessing AI initiatives. You’ll learn how to break down project work, frame decisions and approach AI-related planning with greater clarity.
PMI Standards & Guides for Implementing AI
Free for PMI members, our AI publications offer practical frameworks for leading AI projects effectively and delivering real value.
Artificial Intelligence in Portfolio, Program and Project Management
PMI standard—Free for members
The first and only global AI standard created for Project Professionals, PMO leaders and organizations adopting AI. The standard addresses two connected needs: using AI in project-based work and managing AI-driven initiatives.
Leading and Managing AI Projects Digital Guide
Free for members
This guide provides a step-by-step methodology to align AI with business goals, embed governance and ethics, and drive adoption across the enterprise.
Leading AI Transformation: Organizational Strategies
Free for members
This guide helps PMOs, TMOs and Project Managers drive innovation by equipping them with frameworks to harness, scale and institutionalize AI for company-wide success.
Agile Practice Guide, Second Edition
Free for members
A modern, framework-neutral guide to enhance agility and value delivery across teams and enterprise-wide initiatives.
PMI-CPMAI™ Certification: Your License to Lead AI
Whether you’re already delivering AI initiatives or eager to start, the PMI-CPMAI exam prep and certification bundle verifies your ability to turn AI innovation into lasting value.
PMI-CPMAI™: The Best Certification to Lead AI Projects
PMI Blog
AI adoption is accelerating—but too many projects still fail. The issue isn’t tech or talent; it’s the lack of a structured approach tailored to AI’s unique challenges. That’s why choosing the best AI certification matters.
AI Project Tips
Get practical guidance and real-world advice for leading AI projects.
Setting Realistic Expectations for AI Projects
PMI Blog
Most AI projects fail due to unrealistic expectations. Learn how to set realistic goals, manage stakeholders, and avoid overpromising in AI planning.
6 Phases to Run a Successful AI Project
PMI Blog
What are the phases of an AI project, and how do you run one well? CPMAI methodology offers a proven, step-by-step approach that helps project leaders manage the AI project lifecycle with clarity and confidence.
PMI-CPMAI provided deeper clarity on how AI projects actually work, what it takes to establish or transform something at an organizational level, and the ongoing work required to sustain an AI-fueled environment.
Turn AI into Action — Practical Wins
AI Today Podcast
What happens when an AI tool works as designed — but delivers zero business value? CP Richardson, PMI-CPMAI certified and co-founder of Agile in Color, answers through a real-world failure from his own business.
How to Avoid AI Project Failure
Projectified Podcast
What makes AI projects different—and what are some common reasons they fail? What does it take to lead successful AI projects, and how do you build those must-have skills? Experts discuss the big issues.
My PMP built the foundation for how I lead projects. What PMI-CPMAI added was a discipline I value even more: it insists you start with the business problem, not the technology.
From Delivery to Discovery in AI Projects
AI Today Podcast
Guest Vinay Babu explores how CPMAI methodology shifts focus from delivery to discovery. He shares lessons on why project managers must embrace iteration, collaboration and governance for real outcomes.
The Iterative Future of AI Projects
AI Today Podcast
Guest Jürgen Eckhart explores how AI is reshaping project management, how PMI-CPMAI™ expands the Project Manager’s toolbox, and why AI must be approached as iterative and probabilistic.
About Leading AI Projects
AI projects are different from traditional tech and software development projects. They depend on data, evolve through experimentation and call for relentless reassessment as new insights emerge.
The most effective AI project leaders start with a clear business problem, align stakeholders around measurable outcomes and focus on creating value rather than using AI for its own sake.
A structured approach helps teams move from experimentation to execution.
Our guidance for AI project leadership emphasizes:
- Start with the business problem and clearly define the outcomes you aim to achieve.
- Understand and prepare your data, since AI project success depends heavily on data quality and governance.
- Build and evaluate iteratively, refining approaches as new insights and innovations emerge.
- Embed governance and human oversight throughout the lifecycle to ensure AI is used responsibly and effectively.
- Set realistic expectations; avoid overpromising results beyond what the AI implementation can actually deliver.
- Measure success against business outcomes, not technical outputs alone.
- Continuously monitor and adapt as data, capabilities and business needs evolve.
In short, leading AI initiatives means blending your existing project management expertise with AI literacy, data awareness and governance.
Explore AI in project management
PMIxAI: Turn AI ambition into project success
PMI offers learning, certification and tools to secure AI success.
Put AI to work on your next project
Use AI more effectively on your projects with our practical AI-powered tools, trusted standards and real-world guidance.
Get started with free courses on AI in project management
Try our free AI courses to build the practical skills you need to work smarter, save time and deliver success.