Automation AI tools

Make (formerly Integromat) is the automation tool for people who've outgrown Zapier's linear Zaps but don't want to write code. Its drag-and-drop canvas makes branching, looping, and error-handling logic genuinely visual and debuggable, and its operation-based pricing is meaningfully cheaper than Zapier's task-based model at real volume. The cost is a real learning curve — this is not a five-minute setup tool.

n8n is what happens when an automation tool is built for developers first. It's open-source, self-hostable for free with no operation ceiling, and lets you drop into raw JavaScript or Python whenever the visual nodes aren't enough. It has also become one of the best tools for building actual AI agent workflows, with native LangChain-style nodes. The tradeoff: it assumes you're comfortable with JSON, APIs, and occasionally reading error logs.

Zapier is still the easiest way to connect two apps and make something happen automatically, with the largest integration library in the business by a wide margin. It's now leaning hard into AI — natural-language Zap building, AI-powered steps, and 'Agents' for autonomous workflows. The tradeoff is cost: task-based pricing gets expensive fast once you're running real volume, and multi-step logic is clunkier than dedicated tools like Make.