NarrateAI: production-ready LLM quality assurance on Amazon Bedrock

What happened

In production, that gap shows up as hallucinated metrics, API (the interface one piece of software uses to talk to another) throttling, validation latency (the delay between asking for something and getting it), and subjective language. Executives need to make data-driven decisions during live business reviews, where accuracy and speed matter.

A conversational agentic (AI that carries out multi-step tasks rather than answering one question) AI assistant can meet this need by answering data questions instantly. Closing it requires production-ready quality assurance built into every step, from data retrieval to response delivery. Each addresses a distinct failure mode while operating as a coordinated system. NarrateAI transforms business intelligence for over 4,000 AWS executive leaders through a two-layer architecture built on Amazon Bedrock AgentCore , a platform to build, connect, and optimize agents at scale, with any framework or model.

Key facts

• Closing it — requires: production-ready quality assurance built into every step, from data retrieval to response delivery