Ballet
Build reviewable business workflows through conversation and run them across connected systems.
Visual workflow automation with code and AI steps

n8n connects applications and APIs in workflows you can inspect on a visual canvas. Each step shows its inputs and outputs, with prebuilt nodes for common services and custom API connections for other systems. JavaScript or Python handles the parts that need code.
AI agents, retrieval workflows, and MCP connections can work with the same data and execution tools. Human approvals and structured outputs help define how the workflow proceeds. While debugging, developers can replay data, rerun individual steps, and evaluate AI results. The finished automation can run on n8n's managed cloud or infrastructure operated by the team.
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