n8n is about help, not hype. Combine AI with pre-defined logic to gain more control over outputs. Blend 500+ integrations, code, and AI agents into your business processes. Get to prod faster — and with more flexibility — than coding alone.
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The world's most popular workflow automation platform for technical teams including
Connect to a vast array of data sources, tools, LLMs, vector stores, MCP servers, and even other agents. Access any REST API with the HTTP request node. Want to call n8n workflows from external AI systems? Use the MCP Server Trigger. It’s the maximum flexibility in AI architecture you’ve been looking for.
Start building multi-agent systems with a declarative UI. Add complexity with Python or Javascript when it makes sense. No more “do-it-our-way” arbitrary abstractions. In n8n, you can branch, loop, and dynamically adapt to AI outputs. AKA, the nuanced development you know and love.

Test changes without resending API calls or waiting for external services with data replay. Understand every step with inline logs. Spot issues across your agentic system with visual workflows of agent interactions and data flow. Because workflows are more fun to build when they’re fast to fix.


The challenge
SanctifAI, a leader in Human-AI collaboration, needed to find a way for human workers in 400+ workforces to easily complete tasks as part of AI workflows. The solution had to be scalable and highly composable. The team didn’t want to build from scratch or maintain an in-house codebase.
The solution
Read moreAfter rejecting less flexible Langchain tools, SanctifAI spun up its first n8n workflow in just 2 hours, thanks to n8n’s visual builder and routing systems. That’s 3X faster than writing Python controls for LangChain. n8n’s visual UI eliminated the constraints of scarce engineering talent and budget to build solutions. SanctifAI now trains product managers to build and test directly.
