Evaluating AI Agents: A production blueprint with Strands and AgentCore
From 1-in-8 failures to 1-in-50. Here's how Motorway built production-grade AI agent evaluation.
Why it matters
AWS AgentCore and Strands SDK are shipping real production tooling for evaluating and operating AI agents at scale. This matters because agent reliability—not raw capability—is now the deployment bottleneck for enterprise teams.
The key facts
10 to knowError rate improvement: 1 in 8 queries → 1 in 50 queries
Issue detection time: few hours → few minutes
AWS Amazon Bedrock AgentCore: fully managed agent deployment service
Strands Agents SDK integration
Motorola + AWS case study on production agent evaluation
Published: July 23, 2026
Error reduction: 1 in 8 queries → 1 in 50 queries
Pipeline combines Strands Agents SDK with Amazon Bedrock AgentCore
AgentCore is a fully managed service for deploying and operating AI agents at scale
Case study: Motorway + AWS collaboration
Go to the source
AWS Machine Learning Blogaws.amazon.com
Publisher excerpt: Together, Motorway and AWS built an end-to-end evaluation pipeline that reduced incorrect results from 1 in 8 queries to 1 in 50 and cut issue detection time from few hours to few minutes. The pipeline combines the Strands Agents SDK with Amazon Bedrock AgentCore, a fully managed service for…