Stay with the benchmark
Stay with Zapier when the required app actions already work, the team understands the workflows, and maintaining another platform would erase the expected savings. Zapier advertises more than 9,000 app integrations and includes Tables and Forms in its platform. Those dependencies make switching a broader decision than replacing an automation editor. Zapier pricing and platform details.
Audit the bill before rebuilding. Successful actions can consume tasks at different rates, while several built-in steps, including Filters and Paths, are task-free. A branch-heavy diagram alone does not prove that branching is driving the bill. Start with the actual usage behind your Zapier pricing decision. Zapier task rules.
AI-heavy work also deserves a fresh look inside Zapier. Its migration guide moves Agents into AI by Zapier steps within Zaps, combining agentic work with deterministic actions. Check the documented migration limitations against your own agent before treating a platform switch as necessary. Agents migration guide.
When to switch
Switch when a specific constraint survives that audit. For visual maintenance, examine whether Make's routing model makes conditions and fallback behavior easier for your operator to understand. Its router processes branches sequentially, so a visually similar rebuild can still behave differently. Make router documentation.
For technical control, evaluate n8n when custom API requests or a self-hosted deployment solve a concrete requirement. Its paid plans count workflow executions rather than individual steps. That changes the cost model for long workflows, but does not establish savings across different currencies, execution volumes, or hosting arrangements. n8n plans and execution model.
Keep n8n's AI costs separate in the estimate. On eligible Cloud Starter and Pro instances, Gateway credits pay for supported model and service requests; Assistant credits pay for building assistance. Nodes using your own provider credentials retain separate provider billing. An execution allowance is not an unlimited model budget. n8n Gateway credit documentation.
For AI-first no-code work, trial Gumloop's agents, connected tools and approval controls. If the replacement also depends on visual workflows, its pricing page labels those Workflows Legacy: confirm that route's access and support before committing to a rebuild. Keep agent and workflow costs separate. Gumloop agents. Gumloop workflows, Gumloop pricing.
How to read the shortlist
The shortlist offers three trial routes based on the problem you need to solve. It does not promise feature parity or rank every automation platform. App counts are only a starting filter: verify the precise trigger, action, authentication method, and data fields required by each workflow.
Make is the visual-orchestration route. Inspect the target scenario's data flow and error recovery, then measure its credits. Ordinary operations and AI usage do not always have the same cost. Treat Make AI Agents and Maia as beta features when deciding what your production workflow may depend on. Make credits, Make feature availability, Maia documentation.
n8n is the technical-control route. Decide between Cloud and self-hosting before selecting code dependencies or estimating maintenance. Cloud does not offer unrestricted library imports; a self-hosted configuration gives you more responsibility for the runtime. Trace external app and model requests before concluding that self-hosting keeps all workflow data inside your infrastructure. n8n Code node restrictions.
Gumloop is the AI-first agent route. Test tool approvals and AI outputs; if visual workflows are needed, also inspect their run reports, saved checkpoints and account entitlement. A generated agent or flow is not proof of reliable unattended operation. Gumloop workflow controls.
Final selection method
Trial one representative workflow before migrating a portfolio. Include its busiest input, a branch that rarely fires, a failed API call, and a duplicate event. Compare completed business outcomes, diagnostic effort, and consumed usage. These are recommended checks; this page does not claim to have run them.
Treat credentials and data as separate migration work. Inventory connection owners, OAuth permissions, webhook addresses, stored records, files, schedules, and knowledge sources. Reauthorize access deliberately and test under the account that will own production. Avoid duplicate writes during parallel testing, and retain a rollback path until the replacement's outputs reconcile.
Price the full operating arrangement: subscription, consumption, model or service bills, collaboration requirements, hosting, backups, and staff time. Hold currency, billing term, and usage selectors constant; Make's displayed price changes with its credit selection. Check Make pricing, n8n pricing, or Gumloop pricing for the chosen route. Make pricing selectors. Choose the alternative only when the tested improvement covers both the rebuild and ongoing ownership.