Zapier, Make, n8n vs production AI agents
When no-code automations are enough and when you need production agent systems with gates, evals, and ownership.
Written by Dali
Dali is an AI agent systems studio. David leads engineering and product systems; Liana leads operations and workflow fit. We ship production agents inside tools teams already use.
David Hakobyan · Dali
Direct answer
Use Zapier/Make/n8n for reliable glue between apps with clear triggers. Add production agents when language understanding, messy inputs, and gated multi-step decisions are the job - and you need evals and ownership.
No-code wins
Stable triggers, deterministic field maps, low NLP need, internal ops with low blast radius.
No-code strain
Ambiguous emails, policy-heavy replies, branching that needs judgment, strict audit requirements.
n8n + LLM
Powerful prototype path. Still needs gates, secrets hygiene, and acceptance tests to be “production”.
Custom/agent systems
Tool contracts, HITL, observability, tenant isolation, staged rollout.
SQL from automations
Prefer constrained APIs over open production SQL from any automation layer.
How Dali fits
Dali implements production paths - sometimes beside n8n: solutions.
FAQ
Yes - if you avoid hard lock-in and keep specs of the workflow.