[Make.com](https://www.make.com)

Make.com is a visual, no-code automation platform that lets you connect over 3,000 apps and build workflows without writing a line of code. Instead of scripting API calls by hand, you drag modules onto a canvas, wire them together into a scenario, and let Make handle the triggers, data mapping, and execution behind the scenes. For AI builders, Make matters because it turns disconnected tools, like a CRM, a spreadsheet, and an LLM API, into one working pipeline, so you can ship automation and agentic workflows in hours instead of weeks of custom backend code.

How Make.com works

Make runs on a simple idea: every automation is a scenario, a flowchart of connected steps that move data from one app to another. You build scenarios visually, and Make executes them on a schedule, on a webhook, or the instant a trigger fires.

Modules: Each app you connect, like Gmail or Airtable, exposes modules, pre-built actions such as “send email” or “create record” that you drag onto the canvas.

Scenarios: You link modules together into a scenario, the full sequence of steps that defines what happens when the automation runs, including branches and conditional logic.

Triggers: A scenario starts from a trigger, either a schedule that runs every few minutes, a webhook where an app calls Make directly, or a manual run.

Data mapping: Between modules, Make lets you map fields from one app’s output into another app’s input, so a new Shopify order can populate a row in Google Sheets automatically.

Credits: Every operation a module performs consumes a credit, Make’s billing unit, so scenario complexity and run frequency determine which plan you need.

Error handling: Make includes built-in routers, filters, and error handlers so a scenario can branch, retry, or fail gracefully instead of breaking silently.

What you can build with Make.com

Lead routing pipeline: Capture form submissions, enrich them with a data provider, and route qualified leads to the right sales rep in HubSpot automatically.

AI content pipeline: Pull RSS feeds or trending keywords, summarize them with an LLM API, and queue the output as social posts across LinkedIn and Twitter.

E-commerce order automation: Trigger on a new Shopify order to update inventory, notify the shipping team, and send a personalized thank-you email in one scenario.

Customer onboarding flow: Move a new signup through welcome emails, CRM record creation, and Slack notifications to the account team without manual handoffs.

Reporting automation: Pull data from multiple sources on a schedule, compile it into a PDF or spreadsheet, and email a weekly report to stakeholders automatically.

Agentic workflows with MCP: Connect Make scenarios to AI agents through Model Context Protocol so an agent can trigger real-world actions across your connected apps.