Task: Ask questions about a PDF using AI

n8n workflow:
{"meta":{"instanceId":"408f9fb9940c3cb18ffdef0e0150fe342d6e655c3a9fac21f0f644e8bedabcd9","templateCredsSetupCompleted":true},"nodes":[{"id":"1f2bb917-6d65-4cfa-9474-fc3b19a8c3bd","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[-440,-120],"parameters":{"color":7,"width":918,"height":627,"content":"### Load data into database\nFetch file from Google Drive, split it into chunks and insert into Pinecone index"},"typeVersion":1},{"id":"eabbc944-5b62-4959-8ea4-879f28e19ab8","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[740,-120],"parameters":{"color":7,"width":534,"height":627,"content":"### Chat with database\nEmbed the incoming chat message and use it retrieve relevant chunks from the vector store. These are passed to the model to formulate an answer "},"typeVersion":1},{"id":"ab577f4d-8906-4e0c-bc62-e8a4b2610551","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[-720,240],"parameters":{"height":264.61498034081166,"content":"## Try me out\n1. In Pinecone, create an index with 1536 dimensions and select it in *both* Pinecone nodes\n2. Click 'test workflow' at the bottom of the canvas to load data into the vector store\n3. Click 'chat' at the bottom of the canvas to ask questions about the data"},"typeVersion":1},{"id":"6f074b77-3441-4026-a13a-ed891a1c959b","name":"When clicking 'Test Workflow' button","type":"n8n-nodes-base.manualTrigger","position":[-700,-20],"parameters":{},"typeVersion":1},{"id":"0a6f8b88-9c62-4e3e-82cb-a7028bdcac45","name":"Pinecone Vector Store","type":"@n8n/n8n-nodes-langchain.vectorStorePinecone","position":[80,-20],"parameters":{"mode":"insert","options":{"clearNamespace":true},"pineconeIndex":{"__rl":true,"mode":"id","value":"test-index"}},"credentials":{"pineconeApi":{"id":"OHDlDbBkaPDgpnOY","name":"PineconeApi account"}},"typeVersion":1},{"id":"ae426fdc-0d58-46a6-bfe6-0f25c0e70cf1","name":"When chat message received","type":"@n8n/n8n-nodes-langchain.chatTrigger","position":[560,-20],"webhookId":"dec328cc-f47e-4727-b1c5-7370be86a958","parameters":{"options":{}},"typeVersion":1.1},{"id":"9388b413-f133-45a6-8066-cf71c0fb826c","name":"Question & Answer","type":"@n8n/n8n-nodes-langchain.agent","position":[800,-20],"parameters":{"options":{}},"typeVersion":1.8},{"id":"c50e8f9b-8254-495e-9e13-62f42d22c9b0","name":"Set Google Drive file URL","type":"n8n-nodes-base.set","position":[-380,-20],"parameters":{"options":{},"assignments":{"assignments":[{"id":"d08ef1f5-932b-4bbb-bb02-0cbdff26a636","name":"file_url","type":"string","value":"https://drive.google.com/file/d/11Koq9q53nkk0F5Y8eZgaWJUVR03I4-MM/view"}]}},"typeVersion":3.4},{"id":"d97920ad-6b36-4981-8b9d-9d470b5c769a","name":"Google Drive","type":"n8n-nodes-base.googleDrive","position":[-180,-20],"parameters":{"fileId":{"__rl":true,"mode":"url","value":"={{ $json.file_url }}"},"options":{},"operation":"download"},"credentials":{"googleDriveOAuth2Api":{"id":"yOwz41gMQclOadgu","name":"Google Drive account"}},"typeVersion":3},{"id":"742beb54-8b89-49a3-afe5-fd7e73b37044","name":"Default Data Loader","type":"@n8n/n8n-nodes-langchain.documentDefaultDataLoader","position":[180,200],"parameters":{"options":{},"dataType":"binary"},"typeVersion":1},{"id":"f75e31e9-f752-45d1-bc44-75097ec85ce6","name":"Recursive Character Text Splitter","type":"@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter","position":[260,320],"parameters":{"options":{},"chunkSize":3000,"chunkOverlap":200},"typeVersion":1},{"id":"034a2b72-f728-4978-bc18-c950f0f2c24c","name":"Embeddings OpenAI1","type":"@n8n/n8n-nodes-langchain.embeddingsOpenAi","position":[1000,320],"parameters":{"options":{}},"credentials":{"openAiApi":{"id":"8gccIjcuf3gvaoEr","name":"OpenAi account"}},"typeVersion":1.2},{"id":"bac883c8-4c1f-466b-b20f-d0fdf6acfc42","name":"Embeddings OpenAI","type":"@n8n/n8n-nodes-langchain.embeddingsOpenAi","position":[60,200],"parameters":{"options":{}},"credentials":{"openAiApi":{"id":"8gccIjcuf3gvaoEr","name":"OpenAi account"}},"typeVersion":1.2},{"id":"7b6cdba3-906b-44dd-85be-1d515337972b","name":"Pinecone Vector Store1","type":"@n8n/n8n-nodes-langchain.vectorStorePinecone","position":[920,200],"parameters":{"mode":"retrieve-as-tool","options":{},"toolName":"bitcoin_paper","pineconeIndex":{"__rl":true,"mode":"id","value":"test-index"},"toolDescription":"Call this tool to retrieve facts from the bitcoin whitepaper","includeDocumentMetadata":false},"credentials":{"pineconeApi":{"id":"OHDlDbBkaPDgpnOY","name":"PineconeApi account"}},"typeVersion":1},{"id":"cf9d18a9-4c1e-4a67-8149-961b3eee374d","name":"OpenAI Chat Model","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[800,200],"parameters":{"model":{"__rl":true,"mode":"list","value":"gpt-4o-mini"},"options":{}},"credentials":{"openAiApi":{"id":"8gccIjcuf3gvaoEr","name":"OpenAi account"}},"typeVersion":1.2}],"pinData":{},"connections":{"Google Drive":{"main":[[{"node":"Pinecone Vector Store","type":"main","index":0}]]},"Embeddings OpenAI":{"ai_embedding":[[{"node":"Pinecone Vector Store","type":"ai_embedding","index":0}]]},"OpenAI Chat Model":{"ai_languageModel":[[{"node":"Question & Answer","type":"ai_languageModel","index":0}]]},"Embeddings OpenAI1":{"ai_embedding":[[{"node":"Pinecone Vector Store1","type":"ai_embedding","index":0}]]},"Default Data Loader":{"ai_document":[[{"node":"Pinecone Vector Store","type":"ai_document","index":0}]]},"Pinecone Vector Store1":{"ai_tool":[[{"node":"Question & Answer","type":"ai_tool","index":0}]]},"Set Google Drive file URL":{"main":[[{"node":"Google Drive","type":"main","index":0}]]},"When chat message received":{"main":[[{"node":"Question & Answer","type":"main","index":0}]]},"Recursive Character Text Splitter":{"ai_textSplitter":[[{"node":"Default Data Loader","type":"ai_textSplitter","index":0}]]},"When clicking 'Test Workflow' button":{"main":[[{"node":"Set Google Drive file URL","type":"main","index":0}]]}}}