From Product Intent to Production at Agent Speed

This guide shows engineering leaders how to maintain quality and alignment as agents take on more autonomous work. It reveals where decisions degrade and how to structure product context so your team’s intent travels intact from planning through production.

You'll learn:

• Why 87.7% of organizations have adopted AI, but only 36.1% are confident they capture intent clearly enough for effective handoffs

• How to use the Handoff Test to measure and improve how well your stories carry intent through the delivery pipeline

• Where intent commonly breaks down as work moves through an organization

• The shared architectural pattern behind Microsoft Fabric IQ and Salesforce Tableau MCP