AWS for Software Companies Podcast

Ep156: LLM Migrations to One Cloud: Coveo's Strategic Move to Amazon Bedrock


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Learn how Coveo automated LLM migration like a "mind transplant," building frameworks to optimize prompts and maintain quality across model changes.

Topics Include:

  • AWS and Coveo discuss their Gen-AI innovation using Amazon Bedrock and Nova.
  • Coveo faced multi-cloud complexity, data residency requirements, and rising AI costs.
  • Coveo indexes enterprise content across hundreds of sources while maintaining security permissions.
  • The platform powers search, generative answers, and AI agents across commerce and support.
  • CRGA is Coveo's fully managed RAG solution deployed in days, not months.
  • Customers see 20-30% case reduction; SAP Concur saves €8 million annually.
  • Original architecture used GPT on Azure; migration targeted Nova Lite on Bedrock.
  • Infrastructure setup involved guardrails and load testing for 70 billion monthly tokens.
  • Migrating LLMs is like a "mind transplant"—prompts must be completely re-optimized.
  • Coveo built automated evaluation framework testing 20+ behaviors with each system change.
  • Nova Lite improved answer accuracy, reduced hallucinations, and matched GPT-4o Mini performance.
  • Migration simplified governance, enabled regional compliance, reduced latency, and lowered costs.


Participants:

  • Sebastien Paquet – Vice President, AI Strategy, Coveo
  • Yanick Houngbedji – Solutions Architect Canada ISV, Amazon Web Services


See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon.com/isv/

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