# agility at scale > Find where change creates the most value A reference library and field research for people leading change inside large organisations: enterprise AI strategy, governance, data and agents, SAFe as it actually runs, and studies measured in real engagements. Researched, checked against its sources and signed by Morné Wiggins, from twenty-five years of transformation work. ## Agility at Scale Research: Reports, Case Studies and Field Notes - [Agility at Scale Research: Reports, Case Studies and Field Notes](https://agility-at-scale.com/research/): First-hand research from Agility at Scale: reports on AI in the enterprise, and case studies of how large organisations plan, deliver and work as teams. - [Cross-Team Cadence Case Study: Deadlines Set Before Teams Heard](https://agility-at-scale.com/research/cross-team-cadence/): Deadlines were set before the teams heard about the work. A case study on cross-team planning cadence and what it did to commitments. - [Data Duplication Case Study: Two Teams Cleaned the Same Data](https://agility-at-scale.com/research/data-duplication-ownership/): Two teams cleaned the same data, and neither knew. An interview-led case study on data duplication and unclear data ownership. - [Delivery Predictability Case Study: The Misses Nobody Examined](https://agility-at-scale.com/research/delivery-predictability-retrospectives/): The teams missed dates, and nobody looked at why. A case study on delivery predictability and retrospectives that skipped the misses. - [Engineering Culture Case Study: What Held While the Rest Strained](https://agility-at-scale.com/research/engineering-culture/): Engineering culture held while most other things strained. An interview-led case study on what kept it standing. - [Enterprise AI Questions Report](https://agility-at-scale.com/research/enterprise-ai-questions/): Our guides came up 10 million+ times as an answer to someone's question. Here is what they asked, and what it says about how AI is bought. - [Estimation Case Study: Sizing Work for a Team That Keeps Changing](https://agility-at-scale.com/research/estimation-team-stability/): How do you size work for a team whose members keep changing? A case study on estimation when team stability is missing. - [How a Reference Library Is Researched Before It Is Written](https://agility-at-scale.com/research/automated-research-lifecycle/): Automated research for a reference library: a layered literature review, an emergent knowledge map, an editor, and a platform that learns from its readers. - [Product and Architecture Roadmaps Case Study: Two Plans That Blur](https://agility-at-scale.com/research/product-architecture-roadmap-alignment/): The product roadmap and the architecture roadmap blurred into two plans nobody could reconcile. A case study from nine delivery teams. - [Product Intake Management Case Study: Who Owns a Request?](https://agility-at-scale.com/research/product-intake-management/): Nobody owned the gap between a request and the roadmap. A client case study: one problem wearing three names. - [Product Ownership Case Study: The Missing Role Had a Name](https://agility-at-scale.com/research/product-ownership-vacuum-leadership/): The team kept describing a missing role until it had a name: product owner. An interview-led case study from leadership interviews. - [Productising a Service That Is Not Supposed to Be a Product](https://agility-at-scale.com/research/organizational-assessment-method/): How our organizational assessment method works: hundreds of voices coded, a framework emerging from the evidence, findings wired into strategy as experiments. - [Quality Metrics Case Study: What Drives Delivery Confidence](https://agility-at-scale.com/research/quality-metrics-delivery-confidence/): Which quality signals actually moved delivery confidence? A case study from nine teams, read from scores and interview words together. - [Release Automation Case Study: The Regression Tax on Every Release](https://agility-at-scale.com/research/release-automation-delivery-flow/): Every release paid a regression tax in manual checks. A case study on release automation and where delivery flow really stalled. - [Role Clarity Case Study: Requirements Written by Whoever Was Closest](https://agility-at-scale.com/research/role-clarity-testable-requirements/): Requirements were written by whoever sat closest to the work. A case study on role clarity and what it cost testable requirements. - [Sprint Commitment Case Study: Locked Sprints, Reopened Weekly](https://agility-at-scale.com/research/sprint-commitment-discipline/): Sprints were locked on paper and reopened every week. A case study on sprint commitment and what kept pulling it apart. - [Stakeholder Management Case Study: The Trust Other Scores Spent](https://agility-at-scale.com/research/stakeholder-management/): Stakeholder trust was the account other weak scores drew on. A case study on how that trust was spent, and what it covered. - [Strategic Alignment Case Study: The Goal That Never Reached a Ticket](https://agility-at-scale.com/research/strategic-alignment-value-visibility/): The strategy was clear at the top and absent from the backlog. A case study on a goal that never reached a single ticket. - [Sustainable Pace Case Study: It Was Never About Pace](https://agility-at-scale.com/research/sustainable-pace-case-study/): Nine teams were told to double revenue, and pace looked like the problem. This case study shows it never was about pace. - [Talent Pipeline Case Study: Strategy in Quarters, Hiring in Years](https://agility-at-scale.com/research/talent-pipeline-strategy-pace/): Strategy moved in quarters while hiring moved in years. A case study on the talent pipeline and how it tracked the other scores. - [Team Cohesion Case Study: One Team Inside Organizational Silos](https://agility-at-scale.com/research/team-cohesion-silos/): Each team felt like one team, inside an organisation built in silos. A case study on team cohesion and the walls around it. - [Team Flow Case Study: Where Cross-Team Dependencies Broke Flow](https://agility-at-scale.com/research/team-flow-dependencies/): Work stopped where one team waited on another. A case study that maps where cross-team dependencies broke the flow of delivery. - [Team Resilience Case Study: A Top Score With One Point of Failure](https://agility-at-scale.com/research/team-resilience/): Team resilience scored highest of all, yet one person held it up. A case study on a top score with a single point of failure. - [Technical Debt Case Study: The Interest Paid in Broken Promises](https://agility-at-scale.com/research/technical-debt-stakeholder-trust/): Technical debt did not stay in the code. This case study traces how its interest was paid in missed promises and lost stakeholder trust. - [Three Years Building a Research Platform, One Year Running It With AI Agents: Six Ways of Working, Four Controls, One Human Signature](https://agility-at-scale.com/research/ai-agent-content-operations/): AI agent content operations, three years in: a reference library built and run by agents. Six ways of working, four controls that lasted, one human signature. - [Who’s getting disrupted first?](https://agility-at-scale.com/research/whos-getting-disrupted-first/): Enterprise teams ask how to run the business. Teams building AI products ask what to build. A research report on the gap in attention, and what leaders can do next. - [Who’s getting disrupted first?](https://agility-at-scale.com/research/ai-disruption-attention-gap/): Enterprise teams ask how to run the business. Teams building AI products ask what to build. A research report on the gap in attention, and what leaders can do next. ## Enterprise AI - [Enterprise AI](https://agility-at-scale.com/ai/): Enterprise AI fails at the seams between domains, not inside them. The complete guide to the seven-domain operating model: strategy, data, architecture, generative AI, agents, governance, and people. - [AI Data Foundations: Pillar Page](https://agility-at-scale.com/ai/data/): Two-thirds of AI initiatives stall in experimentation. Data Strategy for AI defines the six components, from governance to culture, that close the gap. - [AI Governance and Responsible AI: The Complete Enterprise Guide](https://agility-at-scale.com/ai/governance/): AI governance isn't a compliance checkbox. It's the operating system for trustworthy AI. This complete enterprise guide covers frameworks, roles, metrics, and the implementation roadmap for governing... - [AI Workforce Transformation](https://agility-at-scale.com/ai/people-change/): AI Workforce Transformation fails on human factors, not models: 63% of programs stall. Use the five-dimension framework and roadmap to sequence redesign. - [Enterprise AI Agents](https://agility-at-scale.com/ai/agents/): Enterprise AI Agents: most pilots stall at the first permission wall. Here's what makes an agent enterprise-grade and where deployments actually fail. - [Enterprise AI Architecture](https://agility-at-scale.com/ai/architecture/): Enterprise AI Architecture is an operating discipline where five co-dependent layers govern probabilistic outputs, agent autonomy, and compliance. - [Enterprise AI Strategy](https://agility-at-scale.com/ai/strategy/): Enterprise AI Strategy framework: a step-by-step guide to building an AI transformation roadmap, from readiness assessment to scaled deployment, tied to business outcomes. - [Enterprise Generative AI](https://agility-at-scale.com/ai/generative/): Enterprise Generative AI strategy guide: practical frameworks for scaling GenAI from pilot to production, with real-world use cases, governance models, and ROI measurement. ## Lean and Agile Principles - [Lean and Agile Principles](https://agility-at-scale.com/principles/): Lean and Agile Principles trace two lineages, Toyota's shop floor and the 2001 Agile Manifesto, unified by mindset that precedes practice, not ceremony. ## SAFe - [SAFe](https://agility-at-scale.com/safe/): The complete SAFe hub: Team and Technical Agility, Lean Portfolio Management, PI Planning, leadership, and assessments to guide scaled agile transformation. - [AI-Enabled SAFe](https://agility-at-scale.com/safe/ai-enabled-safe/): AI-Enabled SAFe is not SAFe with AI tools bolted on. The complete guide to how team topologies, flow metrics, Definition of Done, cadence, and portfolio funding rearchitect when AI agents become worki... - [Enterprise Solution Delivery in SAFe: The Complete Guide](https://agility-at-scale.com/safe/solution-delivery/): Enterprise Solution Delivery is a SAFe competency measured across four dimensions, not a delivery process; specification has to move at code speed. - [PI Planning: The Complete SAFe Guide](https://agility-at-scale.com/safe/pi-planning/): This SAFe PI Planning guide shows why the event is a commitment machine, not a ritual — plus four diagnosable failure patterns and their observable tells. - [SAFe Agile Teams: Cross-Functional Value Delivery](https://agility-at-scale.com/safe/team-technical-agility/): Master SAFe Agile Teams with this comprehensive guide to cross-functional value delivery, built-in quality practices, and Team & Technical Agility (TTA) execution at scale. - [SAFe Continuous Learning Culture](https://agility-at-scale.com/safe/learning-culture/): SAFe Continuous Learning Culture is a competency, not a certification; here's how retrospectives, PDCA, and Inspect and Adapt actually build it. - [SAFe Lean Portfolio Management](https://agility-at-scale.com/safe/lpm/): SAFe Lean Portfolio Management: a comprehensive guide for safe practitioners. A practical guide with frameworks, best practices, and real-world. - [SAFe Organizational Agility: The Three Dimensions Explained](https://agility-at-scale.com/safe/org-agility/): SAFe Organizational Agility has three dimensions, but only one sits inside IT's authority. Three quick tests show which one your enterprise skipped. - [The 10 SAFe Lean-Agile Principles: Where Each One Comes From](https://agility-at-scale.com/safe/lean-agile-principles/): The ten SAFe Lean-Agile Principles with their provenance: which are inherited from Lean and flow theory, which are SAFe's own, and how to apply each by role. ## Principles - [Principles](https://agility-at-scale.com/principles/) ## Optional - [Sitemap](https://agility-at-scale.com/sitemap_index.xml) - [Privacy policy](https://agility-at-scale.com/privacy-policy/)