Tool Guide · Automation
Make Guide
The definitive guide to Make (Integromat) for AI automations — routers, iterators, Claude modules, pricing, and when to pick it over Zapier or n8n.
Key takeaways
- 1Visual scenario builder with routers and iterators
- 22,000+ app integrations
- 3Native OpenAI and Anthropic Claude modules
- 4Error handlers and retry per module
- 5Execution replay for debugging
- 6Operations-based pricing (not just tasks)
Best for
- Complex multi-branch ecommerce and ops flows
- EU teams already standardized on Make
- Visual debugging of long scenarios
- Mid-market pricing between Zapier and self-host
Not for
- Self-hosting requirements
- Cutting-edge AI agent loops (n8n leads)
- Engineers who want code-first (Pipedream)
- Simple 2-step Zaps (Zapier is faster)
What it is
Make (formerly Integromat) is a visual automation platform. Scenarios are graphs of modules — triggers, actions, routers, iterators — with a replay UI for debugging.
For AI builders, Make's value is bolting Claude or OpenAI modules into complex ops flows without maintaining servers.
Make vs Zapier vs n8n (one table)
| Make | Zapier | n8n | |
|---|---|---|---|
| Complex branching | Best | Weak | Strong |
| AI agent loops | Moderate | Moderate | Best |
| Self-host | No | No | Yes |
| Engineer code steps | Limited | Limited | Best |
| Fastest first Zap | Moderate | Best | Slow |
Full comparisons: n8n vs Zapier vs Make, Pipedream vs Zapier vs Make.
Router + iterator pattern
Classic Make strength — process CSV of leads:
Trigger: new row in Google Sheets
→ Iterator: each row
→ Router: if company size > 500
→ Claude: enterprise hook draft
else
→ Claude: SMB hook draft
→ Update CRM module
Routers replace nested if-else chains that choke Zapier.
June 2026 Claude modules
Make shipped native Anthropic modules with tool-use support. Use for:
- Draft generation steps in ecommerce flows
- Classify-and-route with structured JSON output
- Summarize long ticket bodies before CRM write
Still add human-in-the-loop on customer-facing sends.
Operations pricing
Make charges per operation (module run), not per Zap. Iterator over 100 rows times 5 modules equals 500 operations. Model cost before scaling.
When to leave Make
- Need self-host for compliance
- AI agent tool loops are core product logic
- Volume makes operations pricing painful — migrate to n8n self-host
- Team is all engineers — Pipedream may be simpler
AI workflow on AIKnowHub
- Lead enricher — iterator-friendly
- Automation engineer roadmap — Make in week 2-3, n8n by week 4
- Automation tools changelog June 2026
Pros and cons
Pros
- Best visual model for complex branching
- Strong execution replay UI
- Claude modules with tool-use in June 2026
- Often cheaper than Zapier at moderate volume
Cons
- No self-host option
- Weaker AI agent primitives than n8n
- Learning curve on routers and iterators
- Operations math confuses new users
Real workflows using this tool
Alternatives
Frequently asked questions
Watch
Hand-picked videos from official + trusted channels. Opens in a new tab.
Related on AIKnowHub
Comparison
n8n vs Zapier vs Make for AI
An honest comparison of the three dominant automation platforms for AI workflows — integrations, agent nodes, pricing, and when to pick each.
Comparison
Pipedream vs Zapier vs Make for AI
Developer-first code workflows vs integration breadth vs visual branching — where each automation platform wins for AI glue in 2026.
Concept
Automation Tools Changelog — June 2026
Monthly roundup of AI automation platform updates — n8n, Zapier, Make, Dify, Pipedream, and what changed for builders.
Learning Path
AI Automation Engineer Roadmap
Become the person who turns manual workflows into AI-powered automations. Highly hireable, instantly useful.
Concept
When to Use No-Code vs Code for AI Automation
A decision framework for n8n/Zapier vs Python/TypeScript — based on complexity, volume, team skills, and how often the logic changes.
Tool Guide
n8n Guide
The definitive guide to n8n for AI workflows — self-host vs cloud, agent nodes, LLM chaining, code escape hatches, and when to pick it over Zapier or Make.