What are the best Gumloop alternatives in 2026?
Quick Answer: As of April 2026, the leading Gumloop alternatives are n8n (visual workflows with AI nodes), Make (operations-priced visual builder), Relevance AI (team-oriented agent platform), Zapier Agents (built on the Zapier library), and Langflow (open-source LLM flow builder). Choice depends on whether the team wants a self-hosted option, broader integrations, or an LLM-native designer.
Gumloop Alternatives in 2026
Gumloop pairs a node-based canvas with LLM and data steps for batch research, enrichment, and content pipelines. As of April 2026, four alternatives cover most replacement scenarios.
n8n — Visual Workflows With AI Nodes
n8n added AI agent and vector store nodes in 2025. Self-hosting is free under the Sustainable Use License; cloud plans start at $24/month.
- 400+ integrations
- JavaScript and Python code nodes
- AI agent node with tool calling
Make — Operations-Priced Visual Builder
Make charges per "operation" (each action step), with starting plans at $9/month for 10,000 operations. Make AI Agent modules expose OpenAI and Anthropic models inside scenarios.
Relevance AI — Team Agent Platform
Relevance AI focuses on agents with delegation and memory rather than batch pipelines, a fit when the workflow centers on agent reasoning and tool use.
Zapier Agents and Langflow
Zapier Agents builds on the Zapier app library and is a fit for teams already using Zapier. Langflow is an open-source LLM flow designer (LangChain-compatible) suited for engineering teams that want to self-host LangChain pipelines visually.
Selection Summary
- Self-hosting requirement: n8n or Langflow
- Operations-based pricing: Make
- Agent-centric work: Relevance AI