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AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

AWS Machine Learning Blog · Jul 22, 2026 · Engineering Insights

monday.com's production AI agents on Bedrock boosted per-engineer PR throughput by over 50%

“Agents are teammates, not jobs”

monday.com has scaled AI coding agents to 90% of its engineering organization using Amazon Bedrock, with per-developer PR throughput rising more than 50% through a three-tier model progressing from AI assistants to fully autonomous multi-agent delivery. Their internal system Sphera treats agents as first-class teammates with profiles, managers, and performance scores alongside humans. This is a rare production-scale case study of agentic AI integrated into a decade-old enterprise SaaS codebase with real compliance and on-call obligations.

amazon-bedrock ai-agents developer-productivity monday.com multi-agent claude-code

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