AWS and Motorway significantly improve AI agent evaluation
AWS and Motorway have developed an evaluation pipeline for AI agents that significantly reduces errors and detection time for production issues, enabling more robust AI applications.

What happened?
AWS and Motorway, a leading used car marketplace, have co-engineered a comprehensive pipeline for evaluating AI agents. The solution has reduced the frequency of incorrect responses from 1 in 8 queries to 1 in 50. Furthermore, the time required to detect issues within AI agents has been slashed from several hours to just a few minutes.
Key facts
| Reduktion av felaktiga svar | Från 1 på 8 till 1 på 50 |
|---|---|
| Minskad problemdetekteringstid | Från timmar till minuter |
| Använda teknologier | Strands Agents SDK, Amazon Bedrock AgentCore |
”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.”
Why it matters
The new evaluation pipeline is vital for ensuring the operational reliability and performance of AI agents in production environments. By dramatically improving error reduction and accelerating issue detection, companies can maintain high quality and reliability in their AI-driven services, which is essential for customer satisfaction and business outcomes.
Who is affected?
This solution is relevant for developers and enterprises building, deploying, and operating AI agents in scalable production environments. Specifically, organisations using Amazon Bedrock for AI integrations can benefit from this methodology to enhance their agents' performance and stability.
What else you should know
The pipeline combines the Strands Agents SDK with Amazon Bedrock AgentCore—a fully managed service designed for operating AI agents at scale.
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