Create a Context-Aware Slack Assistant with Google Sheets, Pinecone & GPT-4

This advanced n8n automation template empowers your Slack bot to act as an intelligent assistant: when a user asks a question or requests a suggestion (by mentioning the bot), it automatically retrieves the user's historical data and previous interactions from both Google Sheets and Pinecone. Using GP-4o, the bot analyzes past updates, status reports, and context to generate a personalized, context-aware response directly in Slack. Perfect for teams seeking instant, data-driven support, this workflow transforms your Slack bot into a smart knowledge assistant that references your own organizational history to provide relevant answers and suggestions. **What This Template Does (Step-by-Step)** **Slack Bot Mention Trigger** - Listens for message or app_mention events where a user asks a question or requests a suggestion. - Captures the message body and user ID. **User Profile & Data Fetch** - Uses the Slack API to retrieve the user's profile. - Queries Google Sheets and Pinecone to collect the user's historical updates and interactions. **Contextual AI Lookup** - GP-4o reviews the user's past status reports, messages, and activity. - Synthesizes a contextually relevant answer or suggestion based on prior data. **Personalized Response Generation** - The bot replies in Slack with a tailored answer, referencing the user's previous updates and current context. **Auto-Fix & Schema Validation** - Ensures the generated response is well-structured and matches your organization's data schema. **Document Update (Optional)** - Optionally logs the new interaction or suggestion back to Pinecone for future reference. **Required Integrations** - Slack Bot with channels:history, app_mentions:read, and users.profile:read - Google Sheets OAuth2 (for lead or user status records) - Pinecone Vector Store (for storing user status documents) - Azure OpenAI or OpenAI GP-4o (for document generation and merging) - Cohere API (optional) for reranking relevance in vector search **Ideal For** - Remote teams running async daily standups - People ops tracking onboarding or churn signals - Founders building internal GP-powered tools - Managers consolidating Slack-based updates across teams - Teams wanting a Slack bot that provides personalized answers and suggestions based on past activity - Managers and team members seeking quick, AI-powered support and insights from their own work history - Organizations aiming to leverage internal data for smarter, context-aware assistance in Slack

Platform

n8n

Category

AI

Price

Free

Creator

Rahul Joshi

• set
• slack
• stickyNote
• slackTrigger
• agent
• googleSheetsTool
• rerankerCohere
• lmChatAzureOpenAi
• vectorStorePinecone
• embeddingsAzureOpenAi