{ "id": "7cXvgkl9170QXzT2", "meta": { "instanceId": "69133932b9ba8e1ef14816d0b63297bb44feb97c19f759b5d153ff6b0c59e18d", "templateCredsSetupCompleted": true }, "name": "RAG Workflow For Company Documents stored in Google Drive", "tags": [], "nodes": [ { "id": "753455a3-ddc8-4a74-b043-70a0af38ff9e", "name": "Pinecone Vector Store", "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone", "position": [ 680, 0 ], "parameters": { "mode": "insert", "options": {}, "pineconeIndex": { "__rl": true, "mode": "list", "value": "company-files", "cachedResultName": "company-files" } }, "credentials": { "pineconeApi": { "id": "bQTNry52ypGLqt47", "name": "PineconeApi account" } }, "typeVersion": 1 }, { "id": "a7c8fa7f-cad2-4497-a295-30aa2e98cacc", "name": "Embeddings Google Gemini", "type": "@n8n/n8n-nodes-langchain.embeddingsGoogleGemini", "position": [ 640, 280 ], "parameters": { "modelName": "models/text-embedding-004" }, "credentials": { "googlePalmApi": { "id": "jLOqyTR4yTT1nYKi", "name": "Google Gemini(PaLM) Api account" } }, "typeVersion": 1 }, { "id": "215f0519-4359-4e4b-a90c-7e54b1cc52b5", "name": "Default Data Loader", "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader", "position": [ 840, 220 ], "parameters": { "options": {}, "dataType": "binary", "binaryMode": "specificField" }, "typeVersion": 1 }, { "id": "863d3d1d-1621-406e-8320-688f64b07b09", "name": "Recursive Character Text Splitter", "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter", "position": [ 820, 420 ], "parameters": { "options": {}, "chunkOverlap": 100 }, "typeVersion": 1 }, { "id": "5af1efb1-ea69-466e-bb3b-2b7e6b1ceef7", "name": "AI Agent", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ 420, 840 ], "parameters": { "options": { "systemMessage": "You are a helpful HR assistant designed to answer employee questions based on company policies.\n\nRetrieve relevant information from the provided internal documents and provide a concise, accurate, and informative answer to the employee's question.\n\nUse the tool called \"company_documents_tool\" to retrieve any information from the company's documents.\n\nIf the answer cannot be found in the provided documents, respond with \"I cannot find the answer in the available resources.\"" } }, "typeVersion": 1.7 }, { "id": "825632ac-1edf-4e63-948d-b1a498b2b962", "name": "Vector Store Tool", "type": "@n8n/n8n-nodes-langchain.toolVectorStore", "position": [ 820, 1060 ], "parameters": { "name": "company_documents_tool", "description": "Retrieve information from any company documents" }, "typeVersion": 1 }, { "id": "72d2f685-bcc3-4e62-a5e3-72c0fe65f8e8", "name": "Pinecone Vector Store (Retrieval)", "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone", "position": [ 720, 1240 ], "parameters": { "options": {}, "pineconeIndex": { "__rl": true, "mode": "list", "value": "company-files", "cachedResultName": "company-files" } }, "credentials": { "pineconeApi": { "id": "bQTNry52ypGLqt47", "name": "PineconeApi account" } }, "typeVersion": 1 }, { "id": "eeff81cb-6aec-4e7f-afe0-432d87085fb2", "name": "Embeddings Google Gemini (retrieval)", "type": "@n8n/n8n-nodes-langchain.embeddingsGoogleGemini", "position": [ 700, 1400 ], "parameters": { "modelName": "models/text-embedding-004" }, "credentials": { "googlePalmApi": { "id": "jLOqyTR4yTT1nYKi", "name": "Google Gemini(PaLM) Api account" } }, "typeVersion": 1 }, { "id": "8bb6ebb1-1deb-498b-8da4-b809a736e097", "name": "Download File From Google Drive", "type": "n8n-nodes-base.googleDrive", "position": [ 460, 0 ], "parameters": { "fileId": { "__rl": true, "mode": "id", "value": "={{ $json.id }}" }, "options": { "fileName": "={{ $json.name }}" }, "operation": "download" }, "credentials": { "googleDriveOAuth2Api": { "id": "uixLsi5TmrfwXPeB", "name": "Google Drive account" } }, "typeVersion": 3 }, { "id": "bd83bacf-dff1-4b7c-af5c-b249fb16c113", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 420, 660 ], "parameters": { "content": "## Chat with company documents" }, "typeVersion": 1 }, { "id": "7b90daab-0fb2-4c8a-93e6-b138bb04f282", "name": "Google Drive File Updated", "type": "n8n-nodes-base.googleDriveTrigger", "position": [ 140, 140 ], "parameters": { "event": "fileUpdated", "options": {}, "pollTimes": { "item": [ { "mode": "everyMinute" } ] }, "triggerOn": "specificFolder", "folderToWatch": { "__rl": true, "mode": "list", "value": "1evDIoHePhjw_LgVFZXSZyK1sZm2GHp9W", "cachedResultUrl": "https://drive.google.com/drive/folders/1evDIoHePhjw_LgVFZXSZyK1sZm2GHp9W", "cachedResultName": "INNOVI PRO" } }, "credentials": { "googleDriveOAuth2Api": { "id": "uixLsi5TmrfwXPeB", "name": "Google Drive account" } }, "typeVersion": 1 }, { "id": "3a6c6cef-7a19-42ef-8092-eaf57dae4cdd", "name": "Google Drive File Created", "type": "n8n-nodes-base.googleDriveTrigger", "position": [ 140, -120 ], "parameters": { "event": "fileCreated", "options": { "fileType": "all" }, "pollTimes": { "item": [ { "mode": "everyMinute" } ] }, "triggerOn": "specificFolder", "folderToWatch": { "__rl": true, "mode": "list", "value": "1evDIoHePhjw_LgVFZXSZyK1sZm2GHp9W", "cachedResultUrl": "https://drive.google.com/drive/folders/1evDIoHePhjw_LgVFZXSZyK1sZm2GHp9W", "cachedResultName": "INNOVI PRO" } }, "credentials": { "googleDriveOAuth2Api": { "id": "uixLsi5TmrfwXPeB", "name": "Google Drive account" } }, "typeVersion": 1 }, { "id": "1e38f1c8-7bd0-4eeb-addc-62339582d350", "name": "Window Buffer Memory", "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow", "position": [ 500, 1140 ], "parameters": {}, "typeVersion": 1.3 }, { "id": "4b0ab858-99b1-4337-8c5c-a223519e3662", "name": "When chat message received", "type": "@n8n/n8n-nodes-langchain.chatTrigger", "position": [ 80, 840 ], "webhookId": "5f1c0c82-0ff9-40c7-9e2e-b1a96ffe24cd", "parameters": { "options": {} }, "typeVersion": 1.1 }, { "id": "bfb684d1-e5c1-41da-8305-b2606a2eade6", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ 440, -240 ], "parameters": { "width": 320, "content": "## Add docuemnts to vector store when updating or creating new documents in Google Drive" }, "typeVersion": 1 }, { "id": "8f627ec6-4b3f-43ad-a4a3-e2b199a7fe58", "name": "Google Gemini Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini", "position": [ 320, 1140 ], "parameters": { "options": {}, "modelName": "models/gemini-2.0-flash-exp" }, "credentials": { "googlePalmApi": { "id": "jLOqyTR4yTT1nYKi", "name": "Google Gemini(PaLM) Api account" } }, "typeVersion": 1 }, { "id": "f2133a06-0088-46de-9f74-a3f9fe478f98", "name": "Google Gemini Chat Model (retrieval)", "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini", "position": [ 1080, 1240 ], "parameters": { "options": {}, "modelName": "models/gemini-2.0-flash-exp" }, "credentials": { "googlePalmApi": { "id": "jLOqyTR4yTT1nYKi", "name": "Google Gemini(PaLM) Api account" } }, "typeVersion": 1 }, { "id": "578deb96-8393-4850-9757-fa97b2bc9992", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ -540, 220 ], "parameters": { "width": 420, "height": 720, "content": "## Set up steps\n\n1. Google Cloud Project and Vertex AI API:\n* Create a Google Cloud project.\n* Enable the Vertex AI API for your project.\n2. Google AI API Key:\n* Obtain a Google AI API key from Google AI Studio.\n3. Pinecone Account:\n* Create a free account on the Pinecone website.\nObtain your API key from your Pinecone dashboard.\n* Create an index named company-files in your Pinecone project.\n4. Google Drive:\n* Create a dedicated folder in your Google Drive where company documents will be stored.\n5. Credentials in n8n: Configure credentials in your n8n environment for:\n* Google Drive OAuth2\n* Google Gemini(PaLM) Api (using your Google AI API key)\n* Pinecone API (using your Pinecone API key)\n5. Import the Workflow:\n* Import this workflow into your n8n instance.\n6. Configure the Workflow:\n* Update both Google Drive Trigger nodes to watch the specific folder you created in your Google Drive.\n* Configure the Pinecone Vector Store nodes to use your company-files index." }, "typeVersion": 1 } ], "active": false, "pinData": {}, "settings": { "executionOrder": "v1" }, "versionId": "33b252fb-5d87-4a29-a0a7-97308140699c", "connections": { "AI Agent": { "main": [ [] ] }, "Vector Store Tool": { "ai_tool": [ [ { "node": "AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "Default Data Loader": { "ai_document": [ [ { "node": "Pinecone Vector Store", "type": "ai_document", "index": 0 } ] ] }, "Window Buffer Memory": { "ai_memory": [ [ { "node": "AI Agent", "type": "ai_memory", "index": 0 } ] ] }, "Pinecone Vector Store": { "main": [ [] ] }, "Embeddings Google Gemini": { "ai_embedding": [ [ { "node": "Pinecone Vector Store", "type": "ai_embedding", "index": 0 } ] ] }, "Google Gemini Chat Model": { "ai_languageModel": [ [ { "node": "AI Agent", "type": "ai_languageModel", "index": 0 } ] ] }, "Google Drive File Created": { "main": [ [ { "node": "Download File From Google Drive", "type": "main", "index": 0 } ] ] }, "Google Drive File Updated": { "main": [ [ { "node": "Download File From Google Drive", "type": "main", "index": 0 } ] ] }, "When chat message received": { "main": [ [ { "node": "AI Agent", "type": "main", "index": 0 } ] ] }, "Download File From Google Drive": { "main": [ [ { "node": "Pinecone Vector Store", "type": "main", "index": 0 } ] ] }, "Pinecone Vector Store (Retrieval)": { "ai_vectorStore": [ [ { "node": "Vector Store Tool", "type": "ai_vectorStore", "index": 0 } ] ] }, "Recursive Character Text Splitter": { "ai_textSplitter": [ [ { "node": "Default Data Loader", "type": "ai_textSplitter", "index": 0 } ] ] }, "Embeddings Google Gemini (retrieval)": { "ai_embedding": [ [ { "node": "Pinecone Vector Store (Retrieval)", "type": "ai_embedding", "index": 0 } ] ] }, "Google Gemini Chat Model (retrieval)": { "ai_languageModel": [ [ { "node": "Vector Store Tool", "type": "ai_languageModel", "index": 0 } ] ] } } }