Master Enterprise-Scale Generative AI - From Pilot to Production

Explore a strategic framework for scaling generative AI initiatives from pilot projects to enterprise-wide production deployments in this 33-minute conference talk from AWS Summit Sydney 2025. Learn how to overcome "pilot fatigue" and build trust in AI systems through the comprehensive Generative AI Operations (GenAI Ops) methodology demonstrated in ReconAI, Rio Tinto's fault classification tool trusted by engineers. Discover advanced prompt engineering management techniques, systematic evaluation methodologies for prompts and retrieval-augmented generation (RAG), autonomous agent evaluation processes, and implementation of guardrails and tracing mechanisms. Gain practical insights from Dr Aarthi Natarajan, Senior AI/ML Specialist Solutions Architect at AWS, and Milan Pareek, Senior Engineer - Analytics & Systems at Rio Tinto, on bridging the gap between experimental AI initiatives and full-scale production systems that deliver measurable business outcomes with confidently integrated AI insights.