Move your team from n8n to Gumloop.
Each person gets a short interview, then a personalized step-by-step guide showing exactly where their saved work, prompts, and projects land in Gumloop — and the few things that need a manual step, walked through. You send one invite; nobody becomes the help desk, and nothing in n8n is changed or cancelled. Want to see where you’re paying for both first? Run the free audit.
Both platforms support multi-LLM AI steps embedded in automation flows, with no vendor lock-in. Gumloop uses AI nodes on the canvas that accept a model choice (Anthropic, OpenAI, Gemini, DeepSeek) and a prompt, plus bring-your-own API key on every plan. n8n ships six agent cluster node architectures (Conversational, ReAct, Plan-and-Execute, Tools, SQL, OpenAI Functions) wired to the same provider list plus local models via Ollama, and also supports memory and vector-store backends. To migrate from Gumloop to n8n: map each AI node's model and prompt to an n8n AI node (use the Anthropic or OpenAI node for single-call steps, or an Agent node for multi-step reasoning); paste your Gumloop prompt into the System Message or User Message field and connect the same data inputs. To migrate from n8n to Gumloop: flatten ReAct or Plan-and-Execute agents into a sequence of AI nodes, one per reasoning step; Gumloop lacks native vector-store nodes so RAG pipelines need an external vector DB called via HTTP.
- Warning: Gumloop AI model access control (restricting which models team members can pick) is gated to the Enterprise plan; n8n has no equivalent per-model RBAC.
- Warning: n8n supports memory backends (MongoDB, Redis, Postgres, Zep) and vector stores (Pinecone, Qdrant, Chroma, Weaviate) as native nodes; Gumloop has no native vector-store or long-term memory node — migrating RAG workflows requires adding an external vector DB behind an HTTP node.
- Warning: Gumloop tracks AI spend via credit-based billing and lets teams set per-team spending guardrails; n8n bills per workflow execution and does not natively cap LLM API spend.
Both products use a node-canvas editor where each step is a discrete node and edges carry data between them. To migrate from Gumloop to n8n: export a list of your Gumloop flows and note each node type and its config (fields, prompts, credentials). In n8n, recreate the flow by dragging the equivalent node from the panel — most logic maps directly (HTTP, code, conditionals, loops). Custom AI steps in Gumloop become AI Chain or Code nodes in n8n. To migrate from n8n to Gumloop: identify each node's function and find the matching Gumloop node (100+ pre-built nodes cover most categories); n8n's Code node logic must be rewritten as either a Gumloop AI node prompt or a custom node. Neither product has a native export format the other can import, so migration is manual node-by-node reconstruction.
- Warning: Gumloop limits concurrent runs by plan (2 Free, 5 Pro); n8n Starter allows 5 concurrent executions but Pro allows 20 — migrating teams with heavy parallelism need to verify their destination plan covers their peak concurrency.
- Warning: n8n's Code node (JavaScript/Python) has no direct equivalent in Gumloop — logic must be expressed as AI node prompts or broken into native Gumloop nodes.
- Warning: Gumloop flows and node counts are unlimited on all plans; n8n also has no workflow cap, but execution history retention varies (no history on Starter, 7 days on Pro, 30 days on Business).
Gumloop's Gummie assistant lets non-technical users describe an automation in plain language and generates the matching node graph; users can also add steps by typing instructions like 'Add a step that saves this to a CSV.' n8n does not have a native NL-to-workflow builder equivalent, but its Chat Trigger and Agent nodes can be wired to build a conversational interface that executes workflow steps on demand. To move a Gummie-authored flow to n8n: export or document the generated node sequence, then manually recreate the nodes in n8n's canvas — the one-time reconstruction effort is higher since n8n requires explicit node configuration rather than prompt-based generation. To move from n8n to Gumloop: use Gummie to regenerate the workflow from a plain-language description of what the n8n flow does, then verify step-by-step that the generated nodes cover all logic.
- Warning: Gummie is a canvas-authoring assistant, not an autonomous agent — it generates the flow but the user still reviews and runs it; n8n's agent nodes execute actions autonomously, which is a different interaction model.
- Warning: n8n has no NL-to-workflow generator as of mid-2026; builders must manually drag and configure every node, raising the technical bar for non-developers compared to Gummie.
- Warning: Gummie understands Gumloop's own node primitives and cannot translate directly to n8n node types; generated flows must be interpreted and rebuilt rather than exported.
Both platforms connect to a wide range of business SaaS tools without custom API code. Gumloop offers 50+ pre-built integrations covering Salesforce, HubSpot, Slack, Gmail, Stripe, Airtable, Google Sheets, BigQuery, Gong, and Workday; n8n has 1,866 pre-built integration nodes across 13 categories with the same popular apps represented. To migrate from Gumloop to n8n: for each Gumloop integration node, find the matching n8n node in the integrations panel (search by app name), reconnect OAuth or API-key credentials in n8n's credential manager, and re-map the input/output fields. For services Gumloop has that n8n lacks a dedicated node for, use n8n's generic HTTP Request node. To migrate from n8n to Gumloop: identify each n8n integration node, check if Gumloop has a matching connector; any n8n integration without a Gumloop equivalent needs an HTTP node or SDK call in Gumloop since Gumloop's library is smaller.
- Warning: n8n's 1,866-node library is substantially larger than Gumloop's 50+ integrations — teams relying on niche connectors (e.g., industry-specific CRMs or marketing tools) may find no native Gumloop node and must use HTTP fallback.
- Warning: Gumloop Pro adds MCP server hosting (1 server) and proxying (3 servers); n8n has no native MCP server hosting — teams using Gumloop's MCP feature for Claude or other LLM tool-calling must recreate MCP exposure outside n8n.
- Warning: Credential scopes and permission models differ per app — re-authorizing each OAuth connection on the destination platform is required and may trigger admin approval workflows in enterprise environments.
Both products support starting workflows from schedules, webhooks, REST API calls, and app events. Gumloop also surfaces agent triggers inside Slack, Microsoft Teams, Gmail, and WhatsApp — users tag the agent with a question and the flow fires. n8n offers six trigger types (app event, cron, inbound webhook, chat interface message, event stream, sub-workflow call). To migrate from Gumloop to n8n: replace each Gumloop trigger with the matching n8n trigger node — webhook triggers map directly; cron triggers use n8n's Schedule Trigger node; Slack/Teams chat-tag triggers are replaced by n8n's Slack Trigger or a Chat Trigger node behind a web interface. To migrate from n8n to Gumloop: recreate cron and webhook triggers in Gumloop's trigger config; for n8n Slack Trigger flows, configure the Gumloop Slack integration so users can tag the agent inside their Slack workspace.
- Warning: Gumloop limits active triggers by plan (1 on Free, 5 on Pro, custom on Enterprise); n8n has no trigger-count cap but limits concurrent executions (5 on Starter, 20 on Pro), so high-frequency Gumloop setups need the right n8n plan for concurrency.
- Warning: Gumloop's agent surfaces (tagging agents in WhatsApp, Teams, Gmail) have no one-click equivalent in n8n — teams must build a custom inbound webhook or use a dedicated integration node and a Chat Trigger to replicate this UX.
- Warning: n8n sub-workflow call triggers allow parent workflows to invoke children; Gumloop has no native sub-flow orchestration equivalent beyond sequential node chaining.