Automation platforms compared

All four do the same basic job: a trigger starts a run, steps transform data and call other apps, and a run history shows what happened. All four now offer AI steps.

They differ in four ways that decide most projects: what counts as a billable unit, whether you can self-host, how much custom logic you can write, and who will maintain the automation after you hand it over.

Zapier has a very large catalogue of prebuilt app integrations and the gentlest learning curve. It bills in tasks, where a task is an action step that completes successfully, so long Zaps that run often get expensive. Its AI by Zapier step lives inside a Zap, bills in tasks too, and can require approval per tool. Zapier fits when speed of setup matters, a strong native integration exists and a non-technical client will maintain it.

Make builds scenarios on a visual canvas with routers, iterators and aggregators, which suits branching and data reshaping. Since August 2025 it bills in credits, converted one for one from the old operations, with built-in AI features able to use more than one credit. Make fits visual thinkers handling moderately complex data flows at a lower cost per step than Zapier.

n8n bills Cloud plans per workflow execution regardless of how many steps a run has, so a long workflow costs the same as a short one. You can also self-host it on your own infrastructure. Its licence is source-available rather than open source: the Sustainable Use License allows internal business, non-commercial and personal use.

It gives you more technical control than the others: code nodes, sub-workflows, error workflows, and an AI Agent node that works as a tools agent and needs at least one tool connected. n8n fits complex orchestration, API-heavy work, AI agents and high step counts, provided someone technical owns it.

GoHighLevel workflows run inside the CRM. They trigger on contact, opportunity, appointment and form events and act directly on tags, pipelines, SMS and email without any integration in between. For lead follow-up and client communication, that removes a whole category of sync problems.

They are weaker for heavy data transformation, complex branching on external data and long multi-API chains. The common pattern is a hybrid: GoHighLevel owns the contact and the messages, and sends a webhook to n8n or Make for the heavy logic, which then writes the result back through the HighLevel API.

Start from where the data and the people live. If the leads and conversations are already in GoHighLevel, start there. If the client's team will maintain it themselves and the flow is simple, Zapier. If the flow branches heavily and cost per step matters, Make. If it needs agents, custom code, self-hosting or many steps per run, n8n.

Do not add a platform just because you know it. Each extra tool is another login, another bill, another place to debug and another thing to hand over.