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TutorialsAWS Machine Learning Blog· Felicia Yue Xiong·· 21 days ago

NarrateAI delivers production-grade LLM quality assurance on Amazon Bedrock

NarrateAI: production-ready LLM quality assurance on Amazon Bedrock

What happened

NarrateAI uses five techniques on Amazon Bedrock to achieve about 99% numerical accuracy while supporting real-time streaming responses: adaptive pipeline orchestration, cross-account multi-model failover, real-time streaming evaluation, a composite evaluation framework, and data-accuracy validation. Each addresses failure modes such as hallucinated metrics, API throttling, validation delays, and subjective language. Built on Amazon Bedrock AgentCore, the solution serves more than 4,000 AWS executives.

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