Telegram automation
Workflow Description
Advanced automation template connecting Telegram to AI models for intelligent message processing. Extracts and chunks text, stores it in a vector database, then responds to user queries with knowledge-based answers. Combines document retrieval with conversational AI for seamless customer interactions.
How it works
- 1.Receive messages from Telegram via direct trigger integration
- 2.Convert text to embeddings using OpenAI embedding models
- 3.Chunk documents and store in Pinecone for fast retrieval
- 4.Process queries through retrieval-based question-answering chain
- 5.Generate intelligent responses using Groq language model
- 6.Send answers back to Telegram user instantly
Use cases
- Customer support bot answering questions from your company knowledge base
- Document search assistant extracting information from PDFs and stored content
- Real-time inquiry processing system for products and services
Requirements
- Active Telegram account with bot authentication token
- OpenAI API key for embeddings and text processing
- Groq API key for language model inference
- Pinecone account for vector storage and retrieval
- Documents or content corpus for knowledge base search
Service Value
Ideal as a smart automation service combining integrations and AI to produce ready-to-use results.
Apps Used
Details
How to Use
- 1.Click "Download Template"
- 2.Open your n8n dashboard
- 3.Go to Workflows > Import from File
- 4.Select downloaded file and configure credentials
Nodes Used (20)
Telegram Trigger
Set
Embeddings OpenAI
OpenAI
Default Data Loader
Document Default Data Loader
Recursive Character Text Splitter
Text Splitter Recursive Character Text Splitter
Stop and Error
Stop And Error
Question and Answer Chain
Chain Retrieval Qa
Vector Store Retriever
Retriever Vector Store
Pinecone Vector Store1
Vector Store Pinecone
Groq Chat Model
Lm Chat Groq
Sticky Note
Sticky Note
Sticky Note1
Sticky Note
Check If is a document
If
Change to application/pdf
Code
Telegram get File
Set
Embeddings
OpenAI
Telegram Response
Set
Telegram Response about Database
Set
Stop and Error1
Stop And Error
Pinecone Vector Store
Vector Store Pinecone
Limit to 1
Limit