Telegram RAG pdf

Automated workflow: Telegram RAG pdf. This workflow integrates 14 different services: telegramTrigger, vectorStorePinecone, stickyNote, textSplitterRecursiveCharacterTextSplitter, chainRetrievalQa. It contains 26 nodes and follows best practices for error handling and security.

Integrations Used (1)

Workflow Structure (19 nodes)
100%
No Op
Question and Answer Chain
Telegram Trigger
Telegram Trigger
Telegram
Telegram Response
If
Check If is a document
Telegram
Telegram get File
Code
Change to application/pdf
No Op
Embeddings OpenAI
No Op
Default Data Loader
No Op
Pinecone Vector Store
Stop And Error
Error Handler
Limit
Limit to 1
Telegram
Telegram Response about Database
No Op
Groq Chat Model
No Op
Pinecone Vector Store1
No Op
Vector Store Retriever
No Op
Embeddings
Stop And Error
Stop and Error
No Op
Recursive Character Text Splitter
Stop And Error
Stop and Error1
Node Types:
trigger
default
logic
code
action
Requires credentials

Prerequisites

Required Credentials (4)

Groq

Used by: Groq Chat Model

Docs

OpenAI

Used by: Embeddings OpenAI, Embeddings

Docs

Pinecone

Used by: Pinecone Vector Store1, Pinecone Vector Store

Docs

Telegram

Used by: Telegram Trigger, Telegram get File +2 more

Docs

Multiple services required

This workflow needs 4 different credentials. Make sure you have accounts for all services before importing.

Complexity

Advanced

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

Setup time: ~55 min
Score: 85/100
Custom Code
Conditional Logic
5 Integrations

When to Use This Workflow

Streamline Team Communication

Automatically route notifications and updates to the right channels and people.

Reduce information overload while keeping everyone informed.

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.

Error Reduction

Eliminate human error from routine processes with consistent automation.

Improve accuracy and reliability across your workflows.

workflow.json
{
  "id": "5Ycrm1MuK8htwd96",
  "meta": {
    "instanceId": "workflow-4f5565a1",
    "versionId": "1.0.0",
    "createdAt": "2025-09-29T07:07:55.517230",
    "updatedAt": "2025-09-29T07:07:55.517314",
    "owner": "n8n-user",
    "license": "MIT",
    "category": "automation",
    "status": "active",
    "priority": "high",
    "environment": "production"
  },
  "name": "Telegram RAG pdf",
  "tags": [
    "automation",
    "n8n",
    "production-ready",
    "excellent",
...

Workflow Details

Nodes
21
Trigger
Event
Source
community
Added
Sep 29, 2025

Need Help?

Check out the official n8n documentation for detailed guides.

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