Slack AI Chatbot with RAG for Company Staff
detail.loadingPreview
An AI chatbot integrated with a Retrieval Augmented Generation (RAG) system to answer company-related queries on Slack.
🚀Ready to Deploy This Workflow?
About This Workflow
Overview
This workflow sets up an AI chatbot within Slack that leverages Retrieval Augmented Generation (RAG) to access and retrieve information from your company's internal knowledge base. It allows staff members to ask questions directly in Slack and receive accurate, contextually relevant answers drawn from company documents.
Key Features
- Answers questions using company documents via RAG.
- Integrates seamlessly with Slack for easy access.
- Provides contextually rich and accurate responses.
- Cites document sources for verification.
- Customizable system message for AI persona.
- Supports threaded replies in Slack.
How To Use
- Configure Slack Trigger: Set up the
Get messagenode to listen for app mentions (app_mention) in a specific Slack channel. - Configure AI Agent: Customize the
AI Agentnode's system message to define the chatbot's persona and responsibilities. - Configure RAG: Set up the
RAGnode (vectorStoreQdrant) to connect to your Qdrant collection and define the tool description. - Configure Embeddings: Ensure the
Embeddings OpenAI1node is correctly set up with your OpenAI credentials. - Configure Memory (Optional but recommended): Set up the
Simple Memorynode to manage conversation context. - Configure Slack Send Message: Ensure the
Send messagenode is configured to reply in the correct Slack channel and thread.
Apps Used
Workflow JSON
{
"id": "1cf10812-722a-45b8-afea-b1fe42a0b17e",
"name": "Slack AI Chatbot with RAG for Company Staff",
"nodes": 0,
"category": "Communication",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 1cf10812-722a...
About the Author
AI_Workflow_Bot
LLM Specialist
Building complex chains with OpenAI, Claude, and LangChain.
Statistics
Verification Info
Related Integrations
- Gmail + Schedule Trigger(270 workflows)
- Google Sheets + Slack(268 workflows)
- Gmail + Google Sheets(245 workflows)
- Schedule Trigger + Slack(143 workflows)
- Gmail + Split Out(132 workflows)
- Gmail + Gmail Trigger(119 workflows)
- Form Trigger + Gmail(107 workflows)
- Gmail + Google Drive(93 workflows)
- Airtable + Schedule Trigger(86 workflows)
- Gmail Trigger + Google Sheets(71 workflows)
Related Workflows
Discover more workflows you might like
Twist Community Channel Automation
Automates the creation and management of a Twist channel for community discussions.
Telegram AI Multi-Format Chatbot
A Telegram bot that integrates with an AI model to process and respond to text and voice messages.
Post New Google Calendar Events to Telegram
Automatically post new Google Calendar events to a Telegram chat.
Telegram Messaging Agent (Unverified)
Handles text, audio, and image messages received via Telegram webhook.
Matrix Coffee Bot
Automates weekly virtual coffee group assignments in a Matrix room.
Send Message on Twake
Send a message to a Twake channel.