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## 🤺RagFlow vs. other RAG applications
| Feature | RagFlow | Langchain-Chatchat | Dify.AI | Assistants API | QAnythig | LangChain |
|---------|:---------:|:----------------:|:-----------:|:-----------:|:-----------:|:-----------:|
| **Well-Founded Answer** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Trackable Chunking** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Chunking Method** | Rich Variety | Naive | Naive | Naive | Naive | Naive |
| **Table Structure Recognition** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| Feature | RagFlow | Langchain-Chatchat | Assistants API | QAnythig | LangChain |
|---------|:---------:|:----------------:|:-----------:|:-----------:|:-----------:|
| **Well-Founded Answer** | :white_check_mark: | :x: | :x: | :x: | :x: |
| **Trackable Chunking** | :white_check_mark: | :x: | :x: | :x: | :x: |
| **Chunking Method** | Rich Variety | Naive | Naive | | Naive | Naive |
| **Table Structure Recognition** | :white_check_mark: | :x: | | :x: | :x: | :x: |
| **Structured Data Lookup** | :white_check_mark: | :x: | :x: | :x: | :x: | :x: |
| **Programming Approach** | API-oriented | API-oriented | API-oriented | API-oriented | API-oriented | Python Code-oriented |
| **RAG Engine** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Prompt IDE** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Supported LLMs** | Rich Variety | Rich Variety | Rich Variety | OpenAI-only | QwenLLM | Rich Variety |
| **Local Deployment** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: | :x: |
| **Ecosystem Strategy** | Open Source | Open Source | Open Source | Close Source | Open Source | Open Source |
| **Programming Approach** | API-oriented | API-oriented | API-oriented | API-oriented | Python Code-oriented |
| **RAG Engine** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Prompt IDE** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :x: | :x: |
| **Supported LLMs** | Rich Variety | Rich Variety | OpenAI-only | QwenLLM | Rich Variety |
| **Local Deployment** | :white_check_mark: | :white_check_mark: | :x: | :x: | :x: |
| **Ecosystem Strategy** | Open Source | Open Source | Close Source | Open Source | Open Source |
## 🔎 System Architecture