Clients rarely ask for "an automation platform." They ask for the invoice to stop being typed twice, or the lead to reach the sales sheet before it goes cold. The tool is a detail — but choosing the wrong one means rebuilding in six months. Here's how I decide.
Zapier: speed to value
Best when the team is non-technical and the workflow is linear: trigger → a few steps → done. Widest app catalog, friendliest UI, fastest setup. The trade-off is cost at scale — per-task pricing gets painful once volume grows — and limited branching logic.
Pick it for: lead capture → CRM, form → email sequences, simple notifications.
Make: visual complexity
Make handles branching, iteration, and data transformation far better, at a lower price point. The visual canvas makes complex flows legible to clients — they can see their business logic. Error handling is genuinely good.
Pick it for: multi-branch workflows, data syncs between systems, anything with loops over records.
n8n: control and AI-native flows
Self-hostable (data stays yours — a hard requirement for some clients), fair pricing at volume, and the best story for AI steps: call an LLM mid-flow, run custom code nodes, chain agents. The trade-off is that someone technical needs to own it.
Pick it for: AI-augmented workflows, sensitive data, high-volume automations, anything a developer maintains.
The patterns that pay regardless of tool
- Human-in-the-loop: automate the 90% that's mechanical, route the 10% that needs judgment to a Slack/WhatsApp approval. Full automation of a judgment task is how trust dies.
- Idempotency keys: workflows re-fire. Dedupe on a stable ID or enjoy double-sent invoices.
- Dead-letter alerts: every workflow needs a "this failed and nobody noticed" alarm. Silent failure is worse than no automation.
- Audit the trigger first: most "automation requests" are actually process problems. Fix the process, then automate the fixed version.
The honest summary: Zapier to start fast, Make when logic grows branches, n8n when AI, volume, or data ownership enter the picture.