From Sparks to Systems Implementing Agentic AI at Scale

Move beyond AI pilots to build governed, scalable agentic systems – A whitepaper by AWS and Xebia.

This whitepaper, a follow-up to the first AWS-Xebia publication on Agentic AI, addresses the critical next step: how to implement agentic systems at scale, safely, systematically, and with measurable outcomes.

Designed for CIOs, CTOs, and transformation leaders, it offers a blueprint to help enterprises move from experimentation to full-scale deployment across workflows, departments, and industries.

What’s Inside

• A 3-stage enterprise adoption journey
  

  Follow the path from early automation to orchestration to full business reinvention — with lessons from real-world implementations.

• The building blocks of agentic scale
  Explore essential components like Agentic RAG, multi-agent orchestration, observability, guardrails, and platform foundations like AWS Bedrock.
  

• A starting-point framework for Agentic AI workloads
  Get a blueprint for embedding agentic systems into real-world business workflows, with defined scopes, policies, and escalation paths.
  
  
• Cross-industry patterns from insurance to life sciences
  See how organizations are applying the same agentic principles to compress claims cycles, accelerate research, and reinvent customer onboarding.
  
  
• Strategic lessons from early adopters
  

  Understand what separates successful enterprise implementations from stalled pilots, including the importance of internal-first rollout, experimentation, and platform thinking.