Dify vs Gumloop: pricing, features and which to choose

Dify is an application platform from LangGenius, founded in March 2023 according to the company. Its visual workflow canvas connects language models with business systems and covers application building, deployment, monitoring, and knowledge retrieval. LangGenius said in March 2026 that Dify ran on more than 1.4 million machines, reached users in more than 175 countries and regions, and had more than 2,000 teams and 280 enterprises. The announcement also reported a $30 million Series Pre-A led by HSG, with GL Ventures, Alt-Alpha Capital, 5Y Capital, Mizuho Leaguer Investment, and NYX Ventures participating. These figures describe company-reported scale and funding. Dify’s central appeal is control over the application layer, model connections, deployment location, and operational interface.

A typical Dify project begins with an app type such as Chatflow, Workflow, Agent, or text-generation application. The builder connects prompt and LLM nodes, conditional logic, code, HTTP requests, tools, and human-input steps on a canvas. Knowledge bases ingest documents, create embeddings, retrieve passages, and can rerank results for RAG responses. Teams add a provider key, test runs in the visual interface, inspect logs, annotate answers, and publish a web app or call the application through a REST API. Plugins and marketplace integrations add providers and tools. The API documentation covers chat messages, workflow execution, file uploads, conversations, feedback, annotations, knowledge bases, and streaming events. This makes Dify useful for prototypes that need a defined path toward production deployment.

Dify’s main trade-off is operational choice: Cloud reduces administration, while self-hosting puts upgrades, security, storage, and provider credentials under the customer’s control. Community use must comply with the Dify Open Source License, whose source-available terms can restrict some commercial deployments. Langflow and Flowise are closer visual builders, while n8n focuses on broad automation and event integration. Dify fits teams needing a model-flexible LLM application layer, RAG, application APIs, and cloud or self-hosted deployment. Choose n8n when AI is one step inside a wider business process, or Langflow when a developer-oriented orchestration canvas is the priority. Pick Dify if your team needs to build and operate AI applications with visible workflows, knowledge bases, and provider choice.

Gumloop is a hosted agent and workflow builder made by AgentHub Inc., founded in April 2023 by McGill classmates Max Brodeur-Urbas and Rahul Behal under the name AgentHub. The company changed its name to Gumloop in 2024. BetaKit reported a $3.1 million seed round in July 2024, while TechCrunch and BetaKit reported a $17 million Series A in January 2025. The reported funding total reached about $20 million. Gumloop presents its product as a multiplayer AI agent builder for company operations. People create agents that connect to business applications, run from schedules or triggers, and produce reports, documents, dashboards, or web apps. The product is a commercial SaaS service rather than an open-source platform.

A typical Gumloop workflow starts on a visual canvas, where a user combines instructions, connectors, and reusable skills. Agents can read or write in Slack, Gmail, Salesforce, HubSpot, Notion, Linear, GitHub, and Google Sheets, with additional tools available through MCP. Users can run agents interactively, schedule them, call them with a webhook, or invoke them through the REST API. Gumloop also provides an MCP server for compatible clients. Documented use cases include lead enrichment, CRM updates, meeting briefs, support triage, monitoring, data analysis, research, and scheduled reports. Teams share usage through an organization credit pool. Developers can add logic through Python or JavaScript alongside visual workflow steps, while business users can build and revise agents without maintaining a separate orchestration service.

Gumloop fits business teams that want agents to act across existing SaaS tools without running orchestration infrastructure. Its usage pricing requires closer monitoring than fixed per-task plans, especially when agents use expensive models, many connectors, or long compute sessions. Compared with Zapier, Gumloop offers deeper agent behavior and MCP access. Compared with n8n, Gumloop is more managed and business-user oriented, while n8n offers greater deployment control. Compared with Dify, Gumloop focuses more on connected operational work than on building self-hosted RAG applications. Gumloop is less suitable for teams seeking broad self-hosting or predictable task pricing. Choose it for collaborative SaaS automation, API access, and enterprise governance, especially when the intended user is a business or IT team.