{"workflow":{"id":13408,"name":"Turn your portfolio into an AI assistant with OpenAI, Claude, Pinecone and Gmail","views":50,"recentViews":0,"totalViews":50,"createdAt":"2026-02-15T09:52:49.835Z","description":"Deploy a personal AI assistant that answers recruiter questions about your skills and projects, then automatically emails your CV as a PDF attachment when requested. Upload your portfolio documents (resume, project writeups, case studies) to a Google Drive folder — the workflow chunks them into 600-character segments, embeds them with OpenAI, and stores them in Pinecone. A webhook-powered AI Agent (Claude Sonnet 4.5) retrieves the most relevant evidence using Pinecone + Cohere reranking, detects CV requests via structured output parsing, and sends your resume file via Gmail — all without any manual intervention.\n\n## How it works\n\n**Ingestion pipeline:**\n1. Two Google Drive poll triggers fire every minute, detecting newly created or updated files in your monitored portfolio folder\n2. Files are downloaded and enriched with metadata (source filename and upload timestamp)\n3. The Default Data Loader extracts text from the binary file, the Recursive Character Text Splitter chunks it at 600 characters with 100-character overlap, and OpenAI `text-embedding-3-small` produces 1536-dimension vectors\n4. Vectors are upserted into the `portfolio-docs` Pinecone index\n\n**Chat agent pipeline:**\n1. A webhook at `POST /webhook/portfolio-query` receives `{ \"chatInput\": \"...\", \"sessionId\": \"...\", \"email\": \"...\" }`\n2. Claude Sonnet 4.5 is instructed to call the `portfolio_knowledge` tool (a Vector Store Tool backed by Pinecone) before answering — every response is grounded in retrieved evidence\n3. Cohere `rerank-v3.5` reranks the top-5 Pinecone results to top-3 before they reach the LLM\n4. A Structured Output Parser enforces `{ \"answer\": \"...\", \"cvRequested\": false }` — the `cvRequested` boolean is set by the LLM when it detects recruiter intent\n5. An IF node branches on `cvRequested`: `true` → download CV PDF from Drive → Gmail attachment → respond `{ answer, cvSent: true }`; `false` → respond `{ answer, cvSent: false }` immediately\n6. Buffer Window Memory retains the last 10 messages per `sessionId` for multi-turn conversations\n\n**Error handling:** An Error Trigger catches any node failure and extracts `error_message`, `failed_node`, `workflow_name`, and `execution_url` into a clean object — ready to forward to Slack, email, or any alerting webhook.\n\n## Use cases\n\n- **Job seekers & freelancers** — A 24/7 recruiter-ready assistant that answers questions about your experience and sends your CV on request, even while you sleep\n- **Portfolio websites** — A backend API endpoint that powers intelligent Q&A on your personal site without building custom infrastructure\n- **Consultants & agencies** — Adapt the ingestion pipeline for a client-facing knowledge base; swap Gmail for any email or messaging node\n\n## Setup\n\n### Prerequisites\n\n- A Pinecone account with an index named **`portfolio-docs`** (dimension: `1536`, metric: `cosine`, pod or serverless)\n- A Google Drive folder containing your portfolio documents (PDF, DOCX, or plain text)\n- Your CV stored as a PDF in Google Drive (note its file ID)\n- n8n instance with the six credentials below configured\n\n### Step 1 — Configure credentials\n\nIn n8n → Settings → Credentials, create one credential for each service:\n\n| Credential name | Service |\n|---|---|\n| `Google Drive OAuth2` | Google Drive OAuth2 |\n| `OpenAI API` | OpenAI |\n| `Pinecone API` | Pinecone |\n| `Anthropic API` | Anthropic |\n| `Cohere API` | Cohere |\n| `Gmail OAuth2` | Gmail OAuth2 |\n\n### Step 2 — Set your Google Drive folder ID\n\nOpen **File Created Trigger** and **File Updated Trigger** (do both). In the **Folder to Watch** field, switch to **ID** mode and paste your folder ID.\n\n> Find your folder ID in the Drive URL: `https://drive.google.com/drive/folders/`**`YOUR_FOLDER_ID`**\n\n### Step 3 — Set your CV file ID\n\nOpen **Download CV PDF**. In the **File** field, switch to **ID** mode and paste your CV file ID.\n\n> Find the file ID in: `https://drive.google.com/file/d/`**`YOUR_FILE_ID`**`/view`\n\n### Step 4 — Personalize the system prompt\n\nOpen **Portfolio AI Agent** and edit the system message:\n- Replace the generic role description with your name and specialization\n- Adjust the tone (formal/casual) to match how you want to present yourself\n- Update the call-to-action line to reference your actual contact details\n\n### Step 5 — Ingest your documents\n\nMove or upload your portfolio files into the monitored Drive folder. The ingestion pipeline will trigger automatically within one minute and populate Pinecone.\n\nTo verify ingestion: check your Pinecone index vector count — it should increase after each file is processed.\n\n### Step 6 — Test the chat endpoint\n\nSend a POST request to your webhook URL:\n\n```bash\ncurl -X POST https://your-n8n-instance/webhook/portfolio-query \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"chatInput\": \"What are your main technical skills?\", \"sessionId\": \"test-1\"}'\n```\n\nExpected response:\n```json\n{ \"answer\": \"...\", \"cvSent\": false }\n```\n\nTo test CV delivery, include `\"email\": \"your@email.com\"` and ask: `\"Can you send me the CV?\"`.\n\n## Workflow details\n\n- **Nodes**: 25 functional nodes + 4 documentation sticky notes\n- **Triggers**: 4 (2 Google Drive poll triggers, 1 Webhook, 1 Error Trigger)\n- **AI components**: Claude Sonnet 4.5 (×2 — agent + retrieval), OpenAI `text-embedding-3-small` (×2 — ingest + retrieval), Cohere `rerank-v3.5`, Pinecone Vector Store (×2 — insert + retrieve), Structured Output Parser, Buffer Window Memory\n- **Canvas layout**: Three clearly labelled sections with grey sticky note backgrounds — Ingestion pipeline, AI Agent pipeline, Error Handling\n","workflow":{"name":"Transform your portfolio into an AI assistant with RAG and CV delivery","nodes":[{"id":"2cbadb28-b31e-45f9-9eef-719c1f4f4ac9","name":"Overview","type":"n8n-nodes-base.stickyNote","position":[9200,9680],"parameters":{"width":688,"height":668,"content":"## AI Portfolio Assistant with RAG & CV Delivery\n\nA two-pipeline workflow that turns your Google Drive documents into a 24/7 recruiter-ready AI assistant. Recruiters chat via webhook; the agent retrieves evidence from your portfolio, answers questions, and automatically emails your CV as a PDF when requested.\n\n### How it works\n\n**Ingestion pipeline**\n1. Google Drive triggers detect new or updated portfolio documents\n2. Files are downloaded, enriched with metadata, and chunked (600 chars / 100 overlap)\n3. Chunks are embedded via OpenAI and upserted into Pinecone\n\n**Chat agent pipeline**\n1. A webhook receives `{ chatInput, sessionId, email }` POST requests\n2. Claude Sonnet 4.5 queries Pinecone (with Cohere reranking) for relevant evidence\n3. Structured output parsing extracts the answer and a `cvRequested` flag\n4. If `cvRequested` is true, the CV PDF is downloaded from Drive and emailed via Gmail\n\n**Error handling:** The Error Trigger catches any node failure and formats the error for alerting.\n\n### Setup steps\n\n1. Create a Pinecone index: dimension 1536, metric cosine, name it `portfolio-docs`\n2. Configure all 6 credentials (Google Drive, OpenAI, Pinecone, Anthropic, Cohere, Gmail)\n3. Set your Google Drive **folder ID** in both trigger nodes\n4. Set your **CV file ID** in the Download CV PDF node\n5. Personalize the AI Agent **system prompt** with your name and specialization\n6. Upload a document to Drive to trigger ingestion, then test the chat webhook"},"typeVersion":1},{"id":"f2616c59-b30d-4c73-b3a9-3a9d0772ac09","name":"Section 1 Background","type":"n8n-nodes-base.stickyNote","position":[9952,9680],"parameters":{"color":7,"width":1450,"height":684,"content":"## Ingestion pipeline\nMonitors Google Drive for new and updated documents, chunks and embeds them with OpenAI, then upserts into Pinecone for retrieval."},"typeVersion":1},{"id":"b226e700-fb11-417b-8dc8-0844ab0cb4bb","name":"File Created Trigger","type":"n8n-nodes-base.googleDriveTrigger","position":[10176,9808],"parameters":{"event":"fileCreated","options":{"fileType":"all"},"pollTimes":{"item":[{"mode":"everyMinute"}]},"triggerOn":"specificFolder","folderToWatch":{"__rl":true,"mode":"id","value":""}},"typeVersion":1},{"id":"76549fc9-02dd-483b-a0af-cd089348e252","name":"File Updated Trigger","type":"n8n-nodes-base.googleDriveTrigger","position":[10176,10000],"parameters":{"event":"fileUpdated","options":{},"pollTimes":{"item":[{"mode":"everyMinute"}]},"triggerOn":"specificFolder","folderToWatch":{"__rl":true,"mode":"id","value":""}},"typeVersion":1},{"id":"e7d12492-fd3f-497b-858a-87fc16c66397","name":"Download File","type":"n8n-nodes-base.googleDrive","position":[10432,9888],"parameters":{"fileId":{"__rl":true,"mode":"id","value":"={{ $json.id }}"},"options":{"fileName":"={{ $json.name }}"},"operation":"download"},"typeVersion":3},{"id":"91ebe6c1-6722-405f-8362-cb15212bde01","name":"Enrich Metadata","type":"n8n-nodes-base.set","position":[10704,9888],"parameters":{"options":{},"assignments":{"assignments":[{"id":"meta-date","name":"upload_date","type":"string","value":"={{ $now.toISO() }}"},{"id":"meta-source","name":"source_filename","type":"string","value":"={{ $json.name }}"}]},"includeOtherFields":true},"typeVersion":3.4},{"id":"e723c6a0-80ff-4905-932b-09a526dfcfd3","name":"Pinecone Insert","type":"@n8n/n8n-nodes-langchain.vectorStorePinecone","position":[11008,9888],"parameters":{"mode":"insert","options":{},"pineconeIndex":{"__rl":true,"mode":"id","value":"portfolio-docs"}},"typeVersion":1.3},{"id":"e6ac53d6-994a-45d9-a261-a50085a5a2ac","name":"OpenAI Embeddings","type":"@n8n/n8n-nodes-langchain.embeddingsOpenAi","position":[10880,10096],"parameters":{"model":"text-embedding-3-small","options":{}},"typeVersion":1.2},{"id":"60b0db34-d656-4825-862d-0c0055321bdb","name":"Document Loader","type":"@n8n/n8n-nodes-langchain.documentDefaultDataLoader","position":[11136,10096],"parameters":{"options":{},"dataType":"binary","binaryMode":"specificField","binaryDataKey":"data"},"typeVersion":1},{"id":"3c098fa5-cce1-4f65-9641-5c7a98c8f75a","name":"Text Splitter","type":"@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter","position":[11136,10240],"parameters":{"options":{},"chunkSize":600,"chunkOverlap":100},"typeVersion":1},{"id":"0cc33506-b37a-41a2-80dd-1fe4a87fc382","name":"Section 2 Background","type":"n8n-nodes-base.stickyNote","position":[9952,10480],"parameters":{"color":7,"width":2204,"height":1008,"content":"## AI agent\nWebhook-triggered Claude Sonnet 4.5 agent with Pinecone RAG, Cohere reranking, structured output CV detection, and Gmail delivery."},"typeVersion":1},{"id":"c4d8a16f-3a77-47ea-80c1-5637b557857e","name":"Chat Webhook","type":"n8n-nodes-base.webhook","onError":"continueRegularOutput","position":[10080,10688],"parameters":{"path":"portfolio-query","options":{"allowedOrigins":"*"},"httpMethod":"POST","responseMode":"responseNode"},"typeVersion":2.1},{"id":"c1dac88d-5a0d-434e-a0bb-46e2b7a04a1e","name":"Portfolio AI Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[10480,10688],"parameters":{"text":"={{ $json.body.chatInput }}","options":{"systemMessage":"You are a professional AI assistant representing your portfolio.\n\nYour role:\n- Answer questions about skills, projects, experience, and technical capabilities\n- Use the portfolio_knowledge tool to retrieve relevant technical evidence before answering\n- Be concise, professional, and technically precise\n- Ground every answer in retrieved evidence — never fabricate projects or skills\n\nBehavior:\n- If the user is a recruiter or asks to see/send/share a CV/resume, set cvRequested to true\n- If asked about something not in the portfolio data, say so honestly\n- When discussing projects, reference specific technical details from the evidence\n- Offer a call-to-action: suggest booking a meeting or requesting the CV when appropriate\n\nYou MUST respond using the structured output format provided."},"promptType":"define","hasOutputParser":true},"typeVersion":1.7},{"id":"6ecbcbbc-56c5-4351-8cab-4b3577ac22b2","name":"Claude Sonnet 4.5","type":"@n8n/n8n-nodes-langchain.lmChatAnthropic","position":[10144,10992],"parameters":{"model":{"__rl":true,"mode":"id","value":"claude-sonnet-4-5-20250929"},"options":{"temperature":0.3}},"typeVersion":1.3},{"id":"96fa14b6-8e19-4077-9c70-9170fc8af42b","name":"Chat Memory","type":"@n8n/n8n-nodes-langchain.memoryBufferWindow","position":[10352,10992],"parameters":{"sessionKey":"={{ $json.body.sessionId }}","sessionIdType":"customKey","contextWindowLength":10},"typeVersion":1.3},{"id":"cca3c727-66bb-456f-a5ab-a1c9688aa8be","name":"Structured Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[10544,11104],"parameters":{"autoFix":true,"jsonSchemaExample":"{\n\t\"answer\": \"Your detailed response about the portfolio\",\n\t\"cvRequested\": false\n}"},"typeVersion":1.3},{"id":"45d186bf-3318-4053-9d5c-0f05e2379d85","name":"Portfolio Vector Tool","type":"@n8n/n8n-nodes-langchain.toolVectorStore","position":[10880,10928],"parameters":{"name":"portfolio_knowledge","topK":5,"description":"Retrieve information about the portfolio owner's skills, projects, work experience, and technical capabilities."},"typeVersion":1},{"id":"aa493916-54fd-4edb-a185-c03070c80b8a","name":"Claude Retrieval Model","type":"@n8n/n8n-nodes-langchain.lmChatAnthropic","position":[11104,11168],"parameters":{"model":{"__rl":true,"mode":"id","value":"claude-sonnet-4-5-20250929"},"options":{"temperature":0.2}},"typeVersion":1.3},{"id":"a0a8bd94-075c-4987-be51-433b1d2bc1ba","name":"Pinecone Retrieval","type":"@n8n/n8n-nodes-langchain.vectorStorePinecone","position":[10800,11168],"parameters":{"options":{},"useReranker":true,"pineconeIndex":{"__rl":true,"mode":"id","value":"portfolio-docs"}},"typeVersion":1.3},{"id":"cohere-reranker-node","name":"Cohere Reranker","type":"@n8n/n8n-nodes-langchain.rerankerCohere","position":[11104,11344],"parameters":{"topN":3,"modelName":"rerank-v3.5"},"typeVersion":1},{"id":"ee30e696-9b2f-4bcf-ac2f-e889072e4766","name":"OpenAI Embeddings Retrieval","type":"@n8n/n8n-nodes-langchain.embeddingsOpenAi","position":[10800,11344],"parameters":{"model":"text-embedding-3-small","options":{}},"typeVersion":1.2},{"id":"5e101523-b700-4a08-a84f-6f6bc1a1090d","name":"Check CV Request","type":"n8n-nodes-base.if","position":[11152,10688],"parameters":{"options":{},"conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"cv-check","operator":{"type":"boolean","operation":"true","singleValue":true},"leftValue":"={{ $json.output.cvRequested }}","rightValue":""}]}},"typeVersion":2.3},{"id":"37cdfcd4-65f4-4e1c-94d4-224fd03806cd","name":"Download CV PDF","type":"n8n-nodes-base.googleDrive","position":[11456,10496],"parameters":{"fileId":{"__rl":true,"mode":"id","value":""},"options":{"fileName":"Resume.pdf"},"operation":"download"},"typeVersion":3},{"id":"9522bde8-1c8d-4cbc-b273-efc88d6d1ecf","name":"Send CV Email","type":"n8n-nodes-base.gmail","position":[11712,10496],"parameters":{"sendTo":"={{ $('Chat Webhook').item.json.body.email }}","message":"Hi,\n\nThank you for your interest! Please find the resume attached.\n\nBest regards,\nPortfolio Assistant","options":{"attachmentsBinary":true},"subject":"Resume — Portfolio"},"typeVersion":2.2},{"id":"82046fee-e114-4b9d-88ee-eac01006a54b","name":"Respond CV Sent","type":"n8n-nodes-base.respondToWebhook","position":[11952,10496],"parameters":{"options":{"responseCode":200},"respondWith":"json","responseBody":"={{ JSON.stringify({ answer: $('Portfolio AI Agent').item.json.output.answer, cvSent: true }) }}"},"typeVersion":1.5},{"id":"c5a9028b-2610-497c-9fc5-812b15d0eb36","name":"Respond with Answer","type":"n8n-nodes-base.respondToWebhook","position":[11456,10896],"parameters":{"options":{"responseCode":200},"respondWith":"json","responseBody":"={{ JSON.stringify({ answer: $json.output.answer, cvSent: false }) }}"},"typeVersion":1.5},{"id":"bce718ea-5dee-4590-8c75-8c0e956109dc","name":"Error Handling Guide","type":"n8n-nodes-base.stickyNote","position":[9952,11584],"parameters":{"color":7,"width":700,"height":320,"content":"## Error handling\nCatches failures from any node. Connect an alerting service (Slack, email, webhook) after the Format Error Data node."},"typeVersion":1},{"id":"44ee3831-bd99-4a57-b7df-6ce5de6839e4","name":"Error Trigger","type":"n8n-nodes-base.errorTrigger","position":[10144,11760],"parameters":{},"typeVersion":1},{"id":"43fc8114-1fa1-47f3-8c62-f2f6f3a46f99","name":"Format Error Data","type":"n8n-nodes-base.set","position":[10416,11760],"parameters":{"options":{},"assignments":{"assignments":[{"id":"err-msg","name":"error_message","type":"string","value":"={{ $json.execution.error.message }}"},{"id":"err-node","name":"failed_node","type":"string","value":"={{ $json.execution.error.node.name }}"},{"id":"err-workflow","name":"workflow_name","type":"string","value":"={{ $json.workflow.name }}"},{"id":"err-url","name":"execution_url","type":"string","value":"={{ $json.execution.url }}"}]}},"typeVersion":3.4}],"settings":{"executionOrder":"v1"},"connections":{"Chat Memory":{"ai_memory":[[{"node":"Portfolio AI Agent","type":"ai_memory","index":0}]]},"Chat Webhook":{"main":[[{"node":"Portfolio AI Agent","type":"main","index":0}]]},"Download File":{"main":[[{"node":"Enrich Metadata","type":"main","index":0}]]},"Error Trigger":{"main":[[{"node":"Format Error Data","type":"main","index":0}]]},"Send CV Email":{"main":[[{"node":"Respond CV Sent","type":"main","index":0}]]},"Text Splitter":{"ai_textSplitter":[[{"node":"Document Loader","type":"ai_textSplitter","index":0}]]},"Cohere Reranker":{"ai_reranker":[[{"node":"Pinecone Retrieval","type":"ai_reranker","index":0}]]},"Document Loader":{"ai_document":[[{"node":"Pinecone Insert","type":"ai_document","index":0}]]},"Download CV PDF":{"main":[[{"node":"Send CV Email","type":"main","index":0}]]},"Enrich Metadata":{"main":[[{"node":"Pinecone Insert","type":"main","index":0}]]},"Check CV Request":{"main":[[{"node":"Download CV PDF","type":"main","index":0}],[{"node":"Respond with Answer","type":"main","index":0}]]},"Claude Sonnet 4.5":{"ai_languageModel":[[{"node":"Portfolio AI Agent","type":"ai_languageModel","index":0},{"node":"Structured Output Parser","type":"ai_languageModel","index":0}]]},"OpenAI Embeddings":{"ai_embedding":[[{"node":"Pinecone Insert","type":"ai_embedding","index":0}]]},"Pinecone Retrieval":{"ai_vectorStore":[[{"node":"Portfolio Vector Tool","type":"ai_vectorStore","index":0}]]},"Portfolio AI Agent":{"main":[[{"node":"Check CV Request","type":"main","index":0}]]},"File Created Trigger":{"main":[[{"node":"Download File","type":"main","index":0}]]},"File Updated Trigger":{"main":[[{"node":"Download File","type":"main","index":0}]]},"Portfolio Vector Tool":{"ai_tool":[[{"node":"Portfolio AI Agent","type":"ai_tool","index":0}]]},"Claude Retrieval Model":{"ai_languageModel":[[{"node":"Portfolio Vector Tool","type":"ai_languageModel","index":0}]]},"Structured Output Parser":{"ai_outputParser":[[{"node":"Portfolio AI Agent","type":"ai_outputParser","index":0}]]},"OpenAI Embeddings Retrieval":{"ai_embedding":[[{"node":"Pinecone Retrieval","type":"ai_embedding","index":0}]]}}},"lastUpdatedBy":1,"workflowInfo":{"nodeCount":29,"nodeTypes":{"n8n-nodes-base.if":{"count":1},"n8n-nodes-base.set":{"count":2},"n8n-nodes-base.gmail":{"count":1},"n8n-nodes-base.webhook":{"count":1},"n8n-nodes-base.stickyNote":{"count":4},"n8n-nodes-base.googleDrive":{"count":2},"n8n-nodes-base.errorTrigger":{"count":1},"@n8n/n8n-nodes-langchain.agent":{"count":1},"n8n-nodes-base.respondToWebhook":{"count":2},"n8n-nodes-base.googleDriveTrigger":{"count":2},"@n8n/n8n-nodes-langchain.rerankerCohere":{"count":1},"@n8n/n8n-nodes-langchain.lmChatAnthropic":{"count":2},"@n8n/n8n-nodes-langchain.toolVectorStore":{"count":1},"@n8n/n8n-nodes-langchain.embeddingsOpenAi":{"count":2},"@n8n/n8n-nodes-langchain.memoryBufferWindow":{"count":1},"@n8n/n8n-nodes-langchain.vectorStorePinecone":{"count":2},"@n8n/n8n-nodes-langchain.outputParserStructured":{"count":1},"@n8n/n8n-nodes-langchain.documentDefaultDataLoader":{"count":1},"@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter":{"count":1}}},"status":"published","readyToDemo":null,"user":{"name":"Surya Vardhan Yalavarthi","username":"suryayalavarthi","bio":"CS/Data Science student at UC, exploring what's possible with n8n and agentic AI workflows. 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