​Does agentic AI deliver on its promise for your organisation yet? Very few large organisations report productivity gains beyond single digits, and high-profile production outages caused by AI-assisted code changes are becoming more common. One leading technology company recently revised its engineering policies and now requires senior engineers to sign off on all AI-assisted code changes. Not everything is going smoothly. What challenges do organisations face when rolling out AI? How is the role of developers changing? And how can leadership and teams remain informed and in control while their teams pursue the benefits of AI? Mark Hissink Muller has a background in systems engineering and has conducted over 250 software quality reviews across two decades. Drawing on well-known recent AI codebases, Mark presents Claroview (claroview.io), a measurement platform recently used to support post-merge decision making and portfolio consolidation at a Fortune 500 company. The platform is now being used to govern agentic software engineering at scale.