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- [Step 4: Faiss Vector Store](#step-4-faiss-vector-store)
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- [Step 5: Ollama Chat Model](#step-5-ollama-chat-model)
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- [Step 6: Buffer Memory](#step-6-buffer-memory)
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- [Step 7: Conversational Retrieval QA Chain](#step-7-conversational-retrieval-qa-chain)
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7. [Upsert Documents](#upsert-documents)
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8. [Using Cloud LLM APIs (Optional)](#using-cloud-llm-apis-optional)
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9. [Deploy Chatbot to Users](#deploy-chatbot-to-users)
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---
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### Step 7: Conversational Retrieval QA Chain
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Search for **"Conversational Retrieval QA Chain"** and drag it onto the canvas.
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Connect:
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- **ChatOllama** → **Chat Model**
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- **Faiss Retriever** → **Vector Store Retriever**
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- **BufferMemory** → **Memory**
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Leave **Input Moderation** and **Return Source Documents** as optional based on your needs.
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**Save the flow** using the save button (top right).
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---
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## Upsert Documents
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Before the chatbot can answer questions, you must index your documents into the vector store.
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