Session

AI: The Path from Prototype to Production

Many AI initiatives start with an exciting prototype, but only a few make it into production successfully. The gap is rarely just technical. It involves architecture, evaluation, governance, security, stakeholder alignment, and a clear understanding of business value.

In this session, I share a practical path for moving AI solutions from idea to production. We will cover the key decisions teams need to make around use case selection, data readiness, grounding, model choice, evaluation, monitoring, operational ownership, and responsible AI.

Attendees will learn how to identify common blockers early, avoid proof-of-concept traps, and structure AI initiatives in a way that creates real and measurable impact.

Session : Tech Fest , Microsoft Netherlands. April 18 2026
Level: Beginner / Intermediate
Format: Breakout
Duration: 45 minutes

Heena Refai

Cloud Solution Architect AI | Microsoft | AI, Agents & Analytics Speaker

Amsterdam, The Netherlands

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