Create a context-aware Slack assistant with Google Sheets, Pinecone & GPT-4o
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 GPT-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 wo
At a glance
Create a context-aware Slack assistant with Google Sheets, Pinecone & GPT-4o is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects agent, embeddingsAzureOpenAi, googleSheetsTool, lmChatAzureOpenAi. It's free to download. Follow the 5-step import below to go live in minutes.
- Platform
- n8n
- Connects
- agent, embeddingsAzureOpenAi, googleSheetsTool, lmChatAzureOpenAi, outputParserAutofixing, outputParserStructured
- Modules
- 19
- Price
- Free
- Version
- v1.0

About this workflow
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 GPT-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 appmention 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 - GPT-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, appmentions: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 GPT-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 GPT-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
How to import this n8n workflow
- 1
Download the workflow JSON file after purchase.
- 2
Open n8n → click the menu → Import from File.
- 3
Select the downloaded JSON and import.
- 4
Set up credentials for each node that requires them.
- 5
Click Execute Workflow to test, then activate.
Setup guide
Setup guide included
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- JSON blueprint — instant download
- Setup guide PDF included
- 5 downloads · valid 30 days
- Works with n8n
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