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Make (Celonis) · Visual automation (scenarios)

Make

Visual automation (formerly Integromat). Scenarios with routers, parsers and thousands of modules; AI in steps and AI Agents per current product.

Updated 2026-10-13
FreemiumIntermediateProductivityAutomateLearn
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What it actually is

Make (make.com, the brand that absorbed Integromat) is a scenario builder on a canvas: modules, routers, iterators, aggregators and JSON transforms without leaving the editor. It is the usual pick when a flow «is not a straight line» and you need to see branches and data at each node.

The vendor ships AI modules (OpenAI, classification, extraction) and AI Agents capabilities in docs that keep evolving; read make.com before you design a critical process. Billing usually revolves around operations and credits per plan, different from Zapier’s task counter.

Useful for ops teams, integration freelancers and startups that want rich conditional logic without a custom backend. For «connect Gmail to Slack in ten minutes» without touching a diagram, Zapier remains the shorter path — zapier-ai-vs-make comparison. There is no affiliate program on StackAI Learn.

What it does well

  • Scenarios with instant or scheduled triggers
  • Routers, iterators, aggregators and filters
  • JSON and text/number functions between modules
  • AI modules and AI Agents (per current catalog)
  • Run history with bundle inspection
  • Teams, folders and roles on higher plans

Pros

  • Strong visual editor for conditional logic and loops
  • Per-module operations visible while designing (less opaque than a linear Zap)
  • Solid HTTP modules and tooling for custom APIs
  • Documented AI modules and agents to chain with the rest of the scenario
  • Competitive entry pricing for medium flows if you optimize operations

Cons

  • Steeper learning curve than a linear Zap
  • Large scenarios are hard to maintain without team conventions
  • Some integrations land later than on Zapier
  • AI does not design a production-ready scenario alone
  • You need version discipline and internal documentation

Who it is for

  • Scenarios with routers, multiple filters and parallel branches
  • Transforming JSON, lists and arrays between mismatched APIs
  • People who think in diagrams and want to inspect payload at each module
  • Integrators who repeat patterns with scenario templates

Who it is not for

  • A first marketing Zap «I only want Slack ping» without learning the canvas
  • Teams that require the most niche connector only on Zapier
  • Replacing observability for an enterprise data pipeline
  • Anyone who cannot spend time debugging scenarios after an API change

FAQ

Is Make still Integromat?
The commercial brand is Make (make.com). The community still says Integromat; official docs use Make.
Operation vs Zapier task?
On Make each module run usually counts as an operation (detail on vendor pricing). A scenario with a router can multiply operations on one trigger.
Can I call ChatGPT from Make?
Yes via catalog AI modules or HTTP to the model API. Check token limits and provider cost separate from the Make plan.
Zapier or Make with AI?
Zapier pushes assistants into the Zap flow; Make fits AI as modules in a complex canvas. Read zapier-ai-vs-make for your case.
How do I avoid a scenario breaking silently?
Turn on error notifications, use fallback routes and review history weekly; a red module with no owner is ops debt.

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