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Editorial Pick: Engineering & AI teams building multi-step LLM agents or needing per-workflow execution pricing

n8n Review: Why It’s Our Top Pick for Engineering & AI teams building multi-step LLM agents or needing per-workflow execution pricing

n8n is the powerhouse choice for technical RevOps and AI engineering teams—especially for multi-step loops and AI agents where per-step billing would be prohibitively expensive.

By Julian Blackwood • Updated 2026-10-23
Lab Score: 9.4 / 10.0
N8
Our Verdict

n8n

Starting at $24/mo • Free Trial: Free Forever Plan + 14-Day Trial

Check Price at n8n →

What We Liked In Testing

  • ✓ Bills per full workflow execution—a 50-step data pipeline costs 1 execution instead of 50 operations
  • ✓ Native LangChain AI Agent, Vector Store, Memory, and Tool-Calling nodes built directly into the canvas
  • ✓ Full JavaScript and Python code nodes with npm package support
  • ✓ Can be self-hosted inside your own AWS/GCP VPC for strict healthcare or fintech data sovereignty

Flaws But Not Dealbreakers

  • — Steeper technical curve for non-developers compared to Zapier
  • — Cloud Starter plan limits active workflows to 5, making Cloud Pro ($50/mo) the realistic entry point
  • — Smaller library of pre-built consumer marketing connectors than Zapier

How n8n Scored in Our Lab Tests

ease Of Use
8.2/10
features
9.9/10
value For Money
9.8/10
integrations
9.7/10
support
9.3/10

Real-World Pricing & Contract Notes

Community (Self-Hosted)

Free

Self-hosted Docker / K8s • Unlimited executions

  • • Full visual workflow & AI agent nodes
  • • JavaScript & Python code execution
  • • Data stays 100% inside your VPC

Cloud Starter

$24/mo

per month (2,500 workflow executions) • 5 active workflows

  • • Unlimited steps per workflow execution
  • • Managed cloud hosting by n8n
  • • 5 concurrent executions

Cloud Pro

$60/mo

per month (10,000 workflow executions) • Unlimited active workflows

  • • 20 concurrent executions & execution search
  • • Workflow history & global variables
  • • Admin & member role management

Enterprise

$400/mo

custom cloud or self-hosted license • Unlimited users & environments

  • • Git version control & dev/staging/prod environments
  • • SAML SSO, LDAP & external secret vaults
  • • Log streaming & SLA support

Full Lab Analysis & Editorial Verdict

n8n is the powerhouse choice for technical RevOps and AI engineering teams—especially for multi-step loops and AI agents where per-step billing would be prohibitively expensive.

Pricing Structure & TCO Nuances

Key pricing difference: n8n bills per FULL workflow run, not per step. A 40-step workflow looping over 500 items counts as just 1 execution.

Frequently Asked Questions About n8n

Is n8n worth the price for scaling B2B teams in 2026?

n8n is the powerhouse choice for technical RevOps and AI engineering teams—especially for multi-step loops and AI agents where per-step billing would be prohibitively expensive. Watch out for: Key pricing difference: n8n bills per FULL workflow run, not per step. A 40-step workflow looping over 500 items counts as just 1 execution.

Does n8n offer a free plan or sandbox trial?

n8n offers Free Forever Plan + 14-Day Trial. Pricing starts at $24/mo (Per Complete Workflow Execution (Not Per Step)).

What security certifications and integrations does n8n support?

n8n is compliant with SOC 2 Type II, GDPR, Self-Hosted VPC Isolation, SAML SSO and integrates natively with OpenAI, Anthropic, Pinecone, Qdrant, Postgres, GitHub, Slack, HubSpot.