Path to Production for AI Agents
Adelina Balasa, AI Global Strategy Lead at Microsoft, introduces a practical roadmap for addressing the gap between a working agent demo and an enterprise deployment. This opening session frames the architectural, operational, and organizational work needed to deliver consistent business value.
From demo to production
An impressive AI agent demo does not establish that the solution is secure, governable, cost-effective, or reliable enough for production. Moving from experimentation to deployment and scale requires more than choosing a model.
Balasa introduces a framework developed through work with hundreds of customers and partners. It addresses the people, processes, platforms, and practices that support agents from ideation through enterprise-scale operation.
Six pillars of production readiness
The Path to Production for Agents framework brings together six areas:
- AI Center of Excellence: Align people, processes, and best practices to support successful AI adoption.
- AI Governance: Establish governance as part of the foundation for deploying and scaling AI responsibly.
- AI Landing Zones: Address the architectural and platform foundations needed for secure, scalable AI deployments.
- AI Security & Trust: Make security and trust part of production readiness rather than treating them as separate concerns.
- Agent Ops: Support deployment speed and operational reliability as agents move into production.
- Solution Optimization: Improve performance and cost efficiency so that deployed solutions can deliver sustained value.
The session introduces how these pillars work together as a roadmap. The wider master class series examines each pillar in more depth, with practical guidance and actionable steps.
Applying the framework
The central distinction is between proving that an agent can work and establishing that an organization can deploy, operate, and scale it effectively. The framework helps teams consider architectural and organizational readiness alongside model selection.
The session also addresses agent architectures and brings the six pillars together to connect production readiness with real-world business impact.
Session chapters
- 00:00 — Introduction
- 00:56 — Demo to Production
- 02:50 — AI Journey
- 03:11 — Production Gap
- 03:37 — Framework Overview
- 04:29 — AI Center of Excellence
- 13:39 — Governance
- 23:16 — AI Landing Zones
- 32:00 — AI Security and Trust
- 38:39 — Agent Ops
- 45:42 — Solution Optimization
- 53:33 — Pulling It All Together
- 54:37 — Agent Architectures
- 1:00:00 — Remember These Three Things