In the Age of AI, the constraint has shifted from producing outputs to delivering outcomes. As AI automates knowledge work at unprecedented scale, most organizations remain trapped measuring the wrong things-lines of code, features delivered, and other outputs that AI can now produce almost for free. The real constraint has shifted to organizational structure and the ability to turn strategy into measurable business outcomes. In Output to Outcome, Dr. Mik Kersten-bestselling author of Project to Product and CTO of Planview-reveals why AI productivity gains are failing to materialize for most companies and provides a comprehensive operating model to unlock AI's transformative potential. Drawing on data from over 8,000 value streams, Kersten shows that success in the Age of AI depends entirely on how effectively organizations can connect inputs to outcomes through continuous feedback loops. The book introduces the Product Operating Model built around the Outcome Loop that connects strategy to results, the Outcome Tree that scales this approach across organizations, and seven critical shifts including moving from functional silos to flow-optimized value streams, from vanity metrics to meaningful measurement, and from chaotic structures to unified planning cadences. With detailed implementation guidance including Flow Metrics, Outcome Roadmaps, and practical tools for restructuring organizations into modular value streams with clear ownership, Output to Outcome provides both the strategic framework and tactical playbook executives and technology leaders need to transform their organizations from output factories into outcome engines-before their competitors do.
Dr. Mik Kersten started his career as a Research Scientist at Xerox PARC where he created the first aspect-oriented development environment. He then pioneered the integration of development tools with Agile and DevOps as part of his Computer Science PhD at the University of British Columbia. Founding Tasktop out of that research, Mik has written over one million lines of open-source code that is still in use today, and he has brought seven successful open-source and commercial products to market. Mik's experiences working with some of the largest digital transformations in the world has led him to identify the critical disconnect between business leaders and technologists. Since that time, Mik has been working on creating new tools and a new framework for connecting software value stream networks and enabling the shift from project to product. Mik lives with his family in Vancouver, Canada, and travels globally, sharing his vision for transforming how software is built.
"If Peter Drucker taught us how to think about management in the industrial and knowledge-work eras, Mik Kersten is helping define management for the Age of AI. Output to Outcome combines systems thinking, software delivery, and organizational design into a clear playbook for leaders who need to harness AI without losing control, accountability, or purpose." -- Gene Kim, researcher and bestselling author of Vibe Coding, The Phoenix Project, and Wiring the WInning Organization "In a world where AI can amplify output endlessly, many organizations risk optimizing the wrong thing. Mik Kersten provides exactly what's missing: An operating model that keeps value creation and measurable outcomes at the center. Timely, insightful, and highly actionable." -- Ralf Waltram, Head of IT Global DevOps Hubs, BMW Group "Technological revolutions reshape not only economies and industries but also the way organizations must adapt to succeed. Output to Outcome is a timely and thought-provoking contribution in a period of information technology and AI-driven socioeconomic transformation." -- Calota Perez, author of Technological Revolutions and Financial Capital "Output to Outcome presents a radically new model of how a complex organization can take full advantage of the rapid rates of improvement that can take place when AI agents are fully integrated into a company's organizational design." -- Carliss Baldwin, Professor of Business Administration, Emerita, Harvard Business School "With Output to Outcome, Mik defines the next critical shift for enterprises in the age of AI-moving from activity to measurable impact. Building on Lean principles and decades of transformation insight, he provides a clear, practical roadmap for leaders who need to compete and win. This is a must-read-and a call to action-for every software-driven organization." -- Dean Leffingwell, Createor of SAFe "We are in a chaotic environment driven by a rate of change that current systems and businesses cannot absorb. The climate crisis, pandemics, and wars disrupt business plans and supply chains, and the pace of AI- driven development means that tools are obsolete before they stabilize. We have to reorganize to focus on outcomes, and rebuild everything to deliver them using new tools that are building themselves. This is the definitive guidebook for that transition." -- Adrian Cockcroft, Tech Advisor, Formerly of AWS and Netflix "Everyone in the software community feels something big is happening. AI is revolutionizing how product development works...[Mik Kersten's] approach is both refreshing and based on solid experience. As we look to the future, [Output to Outcome] is an excellent guide, encouraging a thoughtful, empirical approach to what lies ahead." -- Dave West, CEO and Product Owner, Scrum.org "Mik does it again! This time, with the advent of the Age of AI, Output to Outcome provides a unique and comprehensive strategy that can drive companies to best surf the promising AI wave. This book is a starting point in the launch of a new movement. This movement is the Operating Model for the Age of AI." -- George Kadifa, Cofounder, Sumeru Equity Partners "At Vanguard, we've seen firsthand that meaningful transformation requires more than new technology. It requires a data-driven operating model that improves how we create and deliver value. In Output to Outcome, Mik Kersten provides a practical framework for establishing that robust data-driven operating model, allowing you to scale up in a world increasingly shaped by AI." -- Michael Carr, Chief Technology Officer, Vanguard "After transforming how we measure and manage software delivery with the Flow Framework in Project to Product, [Mik Kersten] is now guiding enterprises through the deeper AI transition. In Output to Outcome, he provides the vocabulary, models, and practical frameworks needed to turn AI into a genuine operating system for the enterprise-not just another feature. If your company is serious about surviving and thriving in the AI era, Output to Outcome is essential reading." -- Pieter Jordaan, Group Chief Information Officer, TUI Group
