Amazon Bedrock AgentCore Evaluations provides developers with tools to continuously monitor AI agent quality by sampling live production traffic and scoring responses, supporting both online and on-demand evaluations within CI/CD workflows. The system includes 13 built-in evaluators assessing response quality, safety, task completion, and tool usage, with options for custom evaluation logic via LLM prompts or Lambda functions. This service integrates with AgentCore Observability to deliver unified real-time monitoring and alerts.
Available across multiple AWS regions globally, AgentCore Evaluations supports domain-specific needs through customizable evaluators and enables teams to measure agent performance against ground truth references, behavioral assertions, and expected tool sequences. The general availability of this product signifies AWS’s commitment to standardizing AI agent quality management in production.
Source & further reading
Amazon Bedrock AgentCore Evaluations is now generally available ↗Source published 2026-03-31. This report was prepared with AI assistance from the linked primary-source material. Claims and limitations should be checked against the original announcement or research.