Make

Make is what we reach for once a simple two-step automation is not enough. Instead of a list of steps, you get a visual canvas where each app is a bubble and data flows between them, with routers, filters and loops you can actually see.

That visual map is a real help when debugging, since you can inspect exactly what passed through each module on every run. It also offers AI modules and AI-assisted building, so you can drop language-model steps into a scenario alongside your usual apps.

Beginners may find the canvas a little intimidating, and some concepts, like iterators and aggregators, take practice. The pricing tends to be generous for complex workflows, though, which is why many power users we know prefer it over simpler tools.