Executive Report: The Organizational Foundation for AI ROI
The deployment of Artificial Intelligence (AI) is reshaping the landscape of modern enterprise, yet the market is sharply divided on actual financial returns. Procuring AI licenses and deploying tools into existing bureaucratic structures will not guarantee a financial return; in fact, it will often accelerate the accumulation of technical debt and maintenance costs.
The 2026 DevOps Research and Assessment (DORA) report confirms that the greatest returns on AI investment stem from a strategic focus on the underlying organizational system rather than the AI tools themselves. This report outlines the core findings of the 2026 DORA research, explains its broad applicability to all knowledge work, and details why implementing the principles of Team Topologies is the non-negotiable foundation for securing a return on investment (ROI) from AI.
Mini-book: Finding software boundaries for fast flow - Team Topologies and Domain-Driven Design
Team Topologies provides a fresh combination of principles and practices that help evolve organizations towards effective collaboration, autonomy, delivery focus and product alignment ultimately enabling a faster flow of change.
In this mini-book
Building Adaptive Systems for a Fast Flow of Change - Susanne Kaiser
About Team Topologies and Context Mapping - Alberto Brandolini
Exploring Team and Service Relationships with Team Topologies and Context Maps - Michael Plöd
Architecting Your Business with Domain-Driven Design and Team Topologies - Nick Tune
Finding Good Stream Boundaries with Independent Service Heuristics and User Needs Mapping - Rich Allen and Matthew Skelton
Mini-book: Organization Dynamics with Team Topologies
This mini-book contains 6 articles by the authors of Team Topologies - Matthew Skelton and Manuel Pais - that cover key aspects of modern organization dynamics.
In this mini-book
How to break apart a monolith without destroying your team
Forget monoliths vs. microservices. Cognitive load is what matters
Why teams fail with Kubernetes — and what to do about it
How to find the right DevOps tools for your team
Why you should hire DevOps enablers, not experts
Are poor team interactions killing your DevOps transformation?