Choose Make for visual orchestration, Zapier for managed integration breadth, or Gumloop for AI-first no-code work. Compare migration effort, operating responsibility and billing units before replacing n8n.
Updated September 28, 2026
Compared against n8nStay with n8n while it meets the core requirements; switch only when a blocker justifies the migration cost.
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Low-code workflow automation for technical teams building integrations and AI systems
Best for
These are editorial fit recommendations based on official documentation, not hands-on benchmark results. Trial the route that addresses your largest recurring problem. Compare equivalent business outcomes, failure recovery, credentials, data handling and total cost. Migration estimates assume an existing multi-step workflow and rise when custom code, private services or complex state must be rebuilt.
Open the profile or direct comparison for the alternative that best matches your fit, cost, and switching requirements.
Compare alternativesProduct fit, typical cost and switching effort for each option, side by side.
| Rank | Tool and best fit | Typical cost | Switch effort | Main tradeoff | Next step |
|---|---|---|---|---|---|
| MakeVisual orchestration maintained by an operations team | Usage-based | Medium | Expect to rebuild the workflow and reconnect accounts. Make blueprints do not establish n8n import compatibility. Complex mappings still need expertise, credits can accumulate across operations, and AI Agents remains in open beta. | Compare | |
| ZapierManaged integration breadth and approachable app automation | Usage-based | Medium | Rebuild n8n logic and reauthorize connections; custom code or private services can make migration substantially harder. Successful actions and AI usage draw on task allowances. Evaluate agentic work through the documented transition to AI by Zapier rather than assuming the old standalone Agents experience is unchanged. | Compare | |
| GumloopAI-first no-code workflows built around agents, tools and business data | Usage-based | High | A deterministic n8n workflow may need substantial redesign. Gumloop labels Workflows as Legacy on its pricing page, so confirm access and support direction. Agent credits include several usage components; Enterprise VPC is a separate optional deployment route, not assumed self-hosting parity. | Compare |
The case for each alternative, the verdict from its head-to-head page, and where to read more.
AI Workflow Automation
Why consider it: Make combines a visual workflow builder, routers, filters and execution monitoring. It is a sensible trial when colleagues need to inspect branching processes and maintain mappings without taking responsibility for an n8n server.
For an operations team coordinating established SaaS apps, Make is our default starting point. Choose n8n when custom transformations, Git-backed environments or control of the runtime are decisive and someone can maintain them. n8n Cloud remains an option when you want its builder without operating servers.
AI Workflow Automation
Why consider it: Zapier's no-code platform and catalog of more than 9,000 apps make it a useful trial when the main problem is connecting business applications with less specialist involvement. Check each required trigger and action before choosing it.
Zapier is our default for teams connecting common business apps with a managed platform that operations staff can maintain. Choose n8n when custom API work, deeper workflows or infrastructure control are central and a technical owner can support them. n8n Cloud preserves a managed hosting option; self-hosting adds operational work, and neither platform's entry price covers every AI or usage cost.
AI Workflow Automation
Why consider it: Gumloop supports no-code agents using connected tools and data, alongside a documented visual workflow canvas. Consider it when the job benefits from AI reasoning and the team wants to manage prompts, connections and outcomes instead of an n8n installation.
Gumloop is our default starting point for business teams that want to build and share managed AI agents without taking responsibility for a workflow runtime. Choose n8n when a technical owner needs explicit data transformations, custom dependencies, or self-hosted execution. This recommendation concerns workflow ownership and fit; it is not a tested performance or lowest-cost ranking.
See when staying with the current tool makes sense, which tradeoffs justify switching, and which alternatives are most likely to fit.
Stay with n8n when your team can maintain its workflows and needs control over the execution environment. Self-hosting remains a practical boundary for private infrastructure and dependencies you manage yourself. A switch should solve a recurring ownership problem large enough to justify rebuilding working automation. n8n hosting documentation.
If server maintenance is the only problem, evaluate n8n Cloud first. It preserves the product your builders know, but does not reproduce every self-hosted capability. Cloud Code nodes cannot import external npm modules beyond the supplied crypto and moment modules; Cloud Python cannot import standard-library or third-party libraries. Audit those dependencies before moving. Code node documentation.
Workflow depth can also favor staying: n8n's paid plans meter complete workflow executions rather than each individual step. However, execution allowances do not make model usage free. Gateway credits fund supported runtime services separately from AI Assistant credits; your own provider credentials introduce the provider's bill. n8n pricing and Gateway credits.
Make is the first trial for buyers who want visual orchestration they can inspect and hand over to an operations team. Its routers, filters, visual builder and execution monitoring support that route. Complex mapping and exception handling still require an owner; changing canvases does not eliminate workflow design. Make features and plans.
Zapier is the first trial when managed app coverage and a no-code building experience matter most. Its published catalog covers more than 9,000 apps, but the decisive check is whether the exact trigger, action and fields you need are supported. A catalog entry alone does not establish replacement coverage. Zapier platform and pricing.
Gumloop is the narrower route for AI-first no-code work: agents using connected tools and data, with workflows available for defined processes. Its documentation still explains the visual workflow canvas, while its pricing page labels Workflows as Legacy. Trial the agent experience and confirm the workflow feature's availability and support direction before committing a deterministic n8n estate. Gumloop documentation, workflow guide and pricing.
Switching becomes worthwhile when another person can troubleshoot and maintain the replacement with less specialist help. Hosted services move platform operations to a vendor, but your team still owns connection permissions, failed business actions, data handling and incident response. Make those responsibilities explicit before treating easier setup as lower operating effort.
The shortlist routes by buyer need: visual orchestration, managed integration breadth, or AI-first work. Its migration estimates assume an existing multi-step n8n workflow, not a blank project. Medium means rebuilding mappings, conditions and connections; high means substantial redesign. Custom nodes, private services and long-running code can raise either estimate.
Treat exports as a reference for reconstruction. n8n documents its own JSON import/export, and Make documents its own blueprints and reconnection requirements. Neither establishes direct compatibility between their workflow formats. Preserve the business rules, then rebuild and test expressions, loops, schedules, webhook behavior and custom code in the destination. n8n export/import and Make blueprints.
The usage-based labels describe cost sensitivity, not a claim that the alternatives sell identical units. Make credits can depend on operations, tokens or processing time. Zapier uses a shared task allocation with rates that vary by action. Gumloop bills agent runs by model usage, paid tool calls, compute and an orchestration fee, and now lists its visual Workflows as Legacy. Compare the same completed business outcome. Make credits, Zapier pricing and Gumloop credits.
Rebuild one representative workflow with sanitized data. Include a loop, a failed request, a retry and a human approval if the production process needs them. Ask the intended maintainer to locate the failure and recover without duplicate writes. Record the actual migration work and usage; the recommendations here are based on documentation, not hands-on benchmark results.
Reauthorize connections deliberately. Check who owns each account, whether colleagues can use it, and what happens when its owner leaves. Verify hosting region, execution-log retention, model-provider data handling and required access controls for the exact plan. Gumloop offers an optional Enterprise VPC route, which should be evaluated on its own terms rather than assumed equivalent to operating n8n yourself. Gumloop deployment options.
Price normal and peak volumes, including retries, loops, AI calls, overages and staff time. Match currency, credit or task selector, billing cadence and required governance tier before comparing totals. Use the published pricing guides for n8n, Make, Zapier and Gumloop to organize the purchase check, then confirm the vendor's checkout terms.
Editorial guidance grounded in official product sources.
FAQ
Do not budget for direct import: the official documentation reviewed does not establish an n8n-to-Make, Zapier or Gumloop converter. n8n's export preserves its workflow definition; Make's blueprint system uses Make modules and requires account connections after import. Rebuild the destination workflow and test its behavior. Before sharing an n8n export, inspect credential names and any authentication headers embedded in HTTP Request nodes.
Yes, if your workflows fit Cloud's restrictions. n8n offers hosted plans, but Cloud Code nodes cannot load arbitrary external npm modules; crypto and moment are supplied. Cloud Python cannot import standard-library or third-party packages. Inventory dependencies and private-network access before moving. Also budget Gateway usage and AI Assistant usage separately: their credit balances pay for different services.
Gumloop lists Pro at $37 per month with 20,000 monthly credits and unlimited seats, not a per-seat price. Its credit documentation prices overage at $0.005 per credit. Agent costs combine model usage, paid tool calls, active compute and an 8% orchestration fee. Gumloop now lists its visual Workflows as Legacy and no longer publishes per-node workflow rates. Bringing your own key moves model charges to your provider but leaves other charges and raises the orchestration fee from 8% to 16%. Measure your actual process before estimating volume.
Trial it, but treat feature maturity as a purchase condition. Make AI Agent (New) is in open beta, and Make says functionality and pricing may change. It supports Make's AI provider on all plans and custom AI-provider connections on paid plans. Rebuild the actual tool calls, approvals and failure cases you need; visual orchestration alone does not prove agent behavior will transfer.
For the migrated experience, Zapier's guide says AI by Zapier uses task-based billing within Zaps without a separate Agents subscription. Agentic tool calls and model choices affect consumption. Zapier's automatic conversion applies to its own Agents, not n8n workflows. The guide also identifies differences for agent-to-agent calls and chat triggers, and lists knowledge-source and organization-level model configuration gaps. Check those requirements before moving an existing agent.
Make's Teams plan includes team roles and shared scenario templates. Gumloop distinguishes private personal connectors from team connectors that members can use with a shared service account. Those features address different ownership needs; neither automatically supplies every governance control. n8n already offers shared projects and paid governance features, so compare the exact permissions you need before switching. In the trial, verify who can edit, run, inspect data and use each connection, plus the offboarding procedure.
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