AWS describes how monday.com runs agentic AI, referred to as AI Teammates, in production on Amazon Bedrock. According to the post, few engineering organizations operate such agents at this scale. The company reports that nine in ten of its Builders now use AI coding tools every month, up from roughly half a year earlier, and that per-engineer pull request throughput has risen by more than half. AWS states that every figure in the post comes from monday.com’s own internal production data.
The post outlines the underlying architecture, the retrofits required to make the system work within a decade-old code base, and a confidence-scored merge approach aimed at moving closer to full autonomy.
Why it matters
The account offers a production case study of agentic AI applied to software engineering, including the challenges of adapting an established code base and the reported effects on developer adoption and output.
Who should care
Engineering leaders, developers, and enterprises evaluating agentic coding tools on Amazon Bedrock may find the described architecture and metrics relevant.