Agentic Index
Gumloop vs n8n (2026)
Gumloop and n8n are the two builder favorites for AI heavy automation, and the split is polished AI canvas versus open infrastructure: Gumloop is a managed AI native canvas with scraping, LLM steps, and agent flows from 37 dollars a month (5,000 free credits), while n8n is source available with free self hosting, per execution pricing, and LangChain based AI nodes from 20 euros a month cloud. Choose Gumloop for the fastest AI workflow building, n8n for control, cost at scale, and self hosting.
| At a glance | Gumloop | n8n |
|---|---|---|
| Category | Agent builder | Agent builder |
| Entry price | From $37/mo · free tier (5,000 credits) | From €20/mo (annual) · free self-host |
| Free / trial | Free | Free trial (no card required) |
| Pricing confidence | public partial | public partial |
| Feature |
G
Gumloop
|
n
n8n
|
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Full / Explicit | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Full / Explicit | Full / Explicit |
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
Full / Explicit | Full / Explicit |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Partial | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Partial | Partial |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Full / Explicit
App Policies (April 2026) and skill permission roles — Editor, Viewer, Use Only — (June 2026) confirm first-class human oversight and governance controls. |
Full / Explicit |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Full / Explicit | Full / Explicit |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Full / Explicit | Full / Explicit |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
Full / Explicit | Full / Explicit |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
Full / Explicit | Full / Explicit |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
Full / Explicit | Partial |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Partial |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
Partial | Full / Explicit |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
No / Not documented | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing |
G
Gumloop
|
n
n8n
|
|---|---|---|
|
Entry price Lowest public entry point |
From $37/mo · free tier (5,000 credits) | From €20/mo (annual) · free self-host |
|
Pricing confidence How public the numbers are |
Public — partial | Public — partial |
|
Billing Primary billing axis |
credits | runs |
|
Variable cost Workload / overage exposure |
High variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
Free tier
|
Free tierTrial
|
|
Buying motion Self-serve vs sales call |
Mixed | Mixed |
Choose Gumloop if
- A purpose built AI canvas gets your team shipping flows this week.
- Managed scraping and browsing steps save you real engineering.
- You prefer product polish over infrastructure flexibility.
Choose n8n if
- Self hosting and data control are requirements you cannot trade.
- Per execution pricing wins for your long, complex flows.
- Your engineers want LangChain level control inside workflows.