Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Ragie records 7,557 monthly visits with -26.8% growth and Freemium, Free Trial, Free pricing.
Build, deploy, and govern production-ready agentic AI workflows
The managed context engine for agents, assistants and apps
| Dimension / Metric | | |
|---|---|---|
| Official Domain | dify.ai | ragie.ai |
| Pricing Model | Freemium | Freemium, Free Trial, Free |
| Monthly Visits | 819.69K (819,691) | 7.56K (7,557) |
| MoM Traffic Delta | -144.26K (-15%) | -2.77K (-26.8%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇺🇸 United States (47.5%) |
| Direct Visits / mo | 470.6K | 2.99K |
| User Rating | 4.8 | 4.4 |
| Supported Platforms | Website | Website |
Build, deploy, and govern production-ready agentic AI workflows
A visual canvas where retrieval, branching, tool calls, human review, and model steps form a visible, testable execution path you can debug and hand off.
Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows.
Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live.
Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace.
The managed context engine for agents, assistants and apps
Ragie builds and combines vector, keyword and summary indexes so retrieval surfaces accurate context rather than leaning on embeddings alone.
Sync content automatically from Google Drive, Notion, Confluence, Slack and many other sources, or embed connectors so your own customers connect their data.
Text, PDFs, images, audio and video all flow through one unified pipeline, producing clean context packs regardless of the source format.
Extract structured elements including tables, forms, charts and key-value pairs from documents, with precise bounding boxes for full traceability.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Web search API and crawler built for AI agents
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
AI search and retrieval platform for modern apps and commerce
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
The managed vector database and knowledge engine for production AI
Search foundation built from embeddings, rerankers, and reader APIs
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.
Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.
Provides an all-in-one visual workspace for building custom AI agents and publishing them to messaging platforms.
