🤖 AI Powered RAG Chatbot for Your Docs + Google Drive + Gemini + Qdrant

Automated workflow: 🤖 AI Powered RAG Chatbot for Your Docs + Google Drive + Gemini + Qdrant. This workflow integrates 25 different services: stickyNote, vectorStoreQdrant, merge, lmChatOpenAi, if. It contains 66 nodes and follows best practices for error handling and security.

Workflow Structure (35 nodes)
100%
No Op
When chat message received
No Op
Google Gemini Chat Model1
No Op
OpenAI Chat Model
No Op
AI Agent
No Op
Window Buffer Memory
No Op
Qdrant Vector Store Tool
No Op
text-embeddings-3-large1
Google Drive
Google Drive
Set
Respond to User
Google Docs
Update Chat History
Manual Trigger
When clicking ‘Test workflow’
Webhook
Webhook
Telegram
Confirm Qdrant Delete Points
If
If Node
Set
Google Folder ID
Telegram
Send Declined Message
Set
Qdrant Collection Name
Summarize
File Id List
Google Drive
Find File Ids in Google Drive Folder
No Op
Delete Qdrant Points by File ID
No Op
gpt-4o-mini1
Merge
Merge1
Merge
Merge2
Split In Batches
Loop Over Items
No Op
text-embeddings-3-large
Google Drive
Download File From Google Drive
Telegram
Send Completed Message
No Op
Qdrant Vector Store
No Op
Data Loader
No Op
Token Splitter
Merge
Merge
Extract From File
Get File Contents
Wait
Wait
No Op
Extract Meta Data
No Op
Google Gemini Chat Model
Node Types:
default
logic
trigger
action
transform
Requires credentials

Prerequisites

Required Credentials (6)

Google Docs

Used by: Update Chat History

Docs

Google Drive

Used by: Download File From Google Drive, Find File Ids in Google Drive Folder +1 more

Docs

Google Palm

Used by: Google Gemini Chat Model, Google Gemini Chat Model1

Docs

OpenAI

Used by: text-embeddings-3-large, gpt-4o-mini1 +2 more

Docs

Qdrant

Used by: Qdrant Vector Store, Qdrant Vector Store Tool

Docs

Telegram

Used by: Confirm Qdrant Delete Points, Send Declined Message +1 more

Docs

Multiple services required

This workflow needs 6 different credentials. Make sure you have accounts for all services before importing.

Complexity

Advanced

Expert level. Custom code, complex logic, many integrations.

Setup time: ~1 hour
Score: 85/100
Conditional Logic
Loops
8 Integrations

When to Use This Workflow

Real-time Response

React instantly when events happen - new orders, form submissions, or API calls.

Zero delay between trigger and action for time-sensitive workflows.

Time Savings

Replace repetitive manual tasks with reliable automation.

Reclaim hours every week for higher-value work.

Error Reduction

Eliminate human error from routine processes with consistent automation.

Improve accuracy and reliability across your workflows.

workflow.json
{
  "id": "8tusZTTtcyaiznEG",
  "meta": {
    "instanceId": "workflow-477325ee",
    "versionId": "1.0.0",
    "createdAt": "2025-09-29T07:07:56.746656",
    "updatedAt": "2025-09-29T07:07:56.746667",
    "owner": "n8n-user",
    "license": "MIT",
    "category": "automation",
    "status": "active",
    "priority": "high",
    "environment": "production"
  },
  "name": "🤖 AI Powered RAG Chatbot for Your Docs + Google Drive + Gemini + Qdrant",
  "tags": [
    "automation",
    "n8n",
    "production-ready",
    "excellent",
...

Workflow Details

Nodes
50
Trigger
Webhook
Source
community
Added
Sep 29, 2025

Need Help?

Check out the official n8n documentation for detailed guides.

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