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 as they move through your pipeline and how to structure product knowledge so the next person or agent doesn't have to reconstruct what your team actually intended to build.

What we found:

• Why 87.7% of organizations adopted AI, but only 36.1% are confident their teams capture intent clearly enough for handoffs
• The Handoff Test and Four Checks: concrete tools to measure and improve how your stories carry intent through your pipeline
• Real examples of how intent breaks down as work moves through your organization
• The architectural pattern Microsoft Fabric IQ and Salesforce Tableau MCP both converged on