Building trust in AI agents: A production-ready evaluation framework with Amazon Bedrock AgentCore
- Who
- AWS Sales, Marketing, and Global Services Operations team
- What
- shared a nine-stage evaluation framework for production AI agents built with Amazon Bedrock AgentCore
- Quote
In this post, we show how we built a continuous quality loop for production-ready agentic solutions at scale using Amazon Bedrock AgentCore.
What happened
AWS explains how its SMGS Operations team built a nine-stage evaluation framework with Amazon Bedrock AgentCore for an internal sales intelligence system. The framework combines domain-specific evaluators, versioned golden datasets, CI/CD gates, continuous monitoring, and trace-driven improvements across tools, agents, and multi-agent workflows. AWS reports that automated evaluation reduced quality regression detection from days or weeks to under four hours.
Why it matters
The framework offers a transferable way to connect domain-specific failure categories with release gates and production monitoring across tools, individual agents, and multi-agent workflows.
The story so far
AWS’s Sales, Marketing, and Global Services Operations team shared a nine-stage evaluation framework built with Amazon Bedrock AgentCore for an internal sales intelligence system, reporting that automated evaluation cut quality regression detection time from days or weeks to under four hours. The framework combines domain-specific evaluators, versioned reference datasets, checks in the software delivery pipeline, continuous monitoring, and improvements guided by execution traces. It evaluates tools, individual agents, and multi-agent workflows as part of a continuous quality improvement process. The dataset evaluation capability used in the framework is in public preview.
Keep reading
Latest daily · Issue 24NVIDIA and AI4Bharat Introduce Nemotron-pretraining-Indic-v1 and an Open Data Generation PipelineTrending now
- 1Meta Releases Muse Spark Open With Mac and Cloud Support, Topping US Open-Weight Index
- 2Google Launches Gemini 4 Argon Globally, Expands Paid Access as Benchmark Results Vary
- 3OpenAI Updates GPT-6 Astra Pro in ChatGPT With Parallel Agents and Faster Responses
- 4Meta’s New Business Terms Raise Dispute Over Website Crawling and AI Training Rights