How do you compare n8n, Make, Zapier, and custom scripts for AI workflows?

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Elio Marchetti

Automation architects

6d

I am trying to get a realistic read on how do you compare n8n, Make, Zapier, and custom scripts for AI workflows.

Discuss speed, maintainability, governance, and long-term cost.

What has actually worked (or failed) for your team? Specific examples, pricing traps, or vendor claims that did not hold up are especially useful.

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P

Priya Nair

Senior engineer

5d

We compared two vendors on the same 20 tickets. Accuracy was fine; escalation quality was not. Score human handoff and confidence thresholds harder than model branding.

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Nico Braun

Engineering manager

3d

Document what 'done' means for the workflow. We shipped an agent that 'worked' but still required a human to close the loop every time — zero net time saved.

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Suki Tan

Research analyst

2d

If you are non-technical, demand a sandbox with sample data and a 30-minute setup path. Anything that needs a solutions engineer for the first win will stall on a small team.