monday.com Scales AI Agents on Amazon Bedrock

Claudio Mazzoni· July 22, 2026 View original

Summary

monday.com is successfully running AI agents, dubbed "AI Teammates," in production on Amazon Bedrock at a significant scale. The company reports substantial increases in developer productivity, with nine out of ten builders using AI coding tools monthly and per-engineer PR throughput rising by over 50%.

monday.com has achieved notable success in deploying agentic AI, referred to as "AI Teammates," at production scale using Amazon Bedrock. This initiative stands out because few engineering organizations have managed to implement AI agents in production at such a level. The company's internal data reveals a significant boost in developer efficiency, with a reported increase of over 50% in pull request throughput per engineer. The adoption of AI coding tools has also surged, with 90% of monday.com's builders now utilizing them monthly, a substantial rise from approximately 50% six months prior. The post details the architectural strategies that enabled this integration within a decade-old codebase, including necessary retrofits and a confidence-scored merge process designed to move towards greater AI autonomy.

Why it matters

This case study provides concrete evidence of how large-scale AI agent deployment can dramatically enhance developer productivity and offers insights into the architectural challenges and solutions for integrating AI into existing systems.

How to implement this in your domain

  1. 1Evaluate current developer workflows to identify areas where AI coding tools or agents could automate tasks.
  2. 2Pilot AI coding assistants within a small engineering team to measure productivity gains and gather feedback.
  3. 3Develop a strategy for integrating AI agents into legacy codebases, considering necessary refactoring or retrofits.
  4. 4Establish metrics to track the impact of AI tools on code quality, development speed, and engineer satisfaction.
  5. 5Explore agentic AI platforms like Amazon Bedrock for potential deployment of custom AI teammates.

Who benefits

Software DevelopmentProject ManagementCloud ComputingIT Services

Key takeaways

  • monday.com successfully uses AI agents ("AI Teammates") in production.
  • AI coding tools significantly boost developer productivity (50%+ PR throughput).
  • Large-scale AI agent deployment is achievable even with older codebases.
  • Amazon Bedrock is a viable platform for running agentic AI at scale.

Original post by Claudio Mazzoni

"AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that monday.com does. Nine in ten Builders use AI coding tools every month, up from roughly half a year ago. Per-engineer PR throughput is up by more than half. Ev…"

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