Case Study
Always On, 24/7

Multi-Modal
Telegram AI Assistant

Send text, photos, PDFs, Excel sheets, Word docs — anything.
AI instantly understands, stores, and answers from your private knowledge base using advanced RAG and Vision.

Get This Assistant → See Live Demo on Telegram
🗂️
Scattered
Data Chaos
The Problem: Important documents, screenshots, and decisions are scattered randomly across dozens of chats.
🕰️
Hours
Time Wasted
The Problem: Teams waste hours looking for old files or asking "What did we decide about X?" later.
🧠
Memory
Knowledge Engine
The Solution: AI extracts clean text from any upload and embeds it into your private Pinecone vector database.
🤖
Smart
Auto-Routing
The Solution: It decides instantly whether to Store it (new knowledge) or Message it (treat it as a question).
👁️
Vision
Multi-Modal Setup
The Capabilities: Uses GPT-4o-mini to read images, ConvertAPI for DOCX, and handles PDFs, Excel, JSON, and XML.
🏢
2 Env
Bonus Versions
The Expansion: Includes a general knowledge assistant and a separate webhook version for property / real-estate apps.
The System

How It Works

Six automated steps for the Multi-Modal Telegram RAG workflow. Send anything, and watch the system orchestrate retrieval and embedding on the fly.

01
📤
Send Anything

Telegram Input:
You send text, a photo, PDF, Excel, Word, JSON, or XML file on Telegram.

02
🔍
File Detection

Smart Router:
System identifies the file mime-type and routes it for automatic content extraction.

03
🚦
Decision Engine

Store vs Ask:
AI evaluates the intent to decide whether to run RAG to answer, or process the attachment as new data.

04
🗜️
Multi-Modal Processing

Data Transformation:
Images go to GPT-4o-mini vision, DOCX via ConvertAPI, Sheets mapped to structured data.

05
💡
RAG Answer

Zero Hallucination:
Pinecone retrieves the nearest semantic vectors to reply directly using only your data.

06
🌐
Bonus Webhook

Extension:
Separate webhook integration for custom apps, capable of syncing with Google Sheets for live listings.

Transformation

Before & After

The same shop, completely different operation. Manual delays on the left, instant AI replies on the right.

Core Features
  • Full multi-modal (text + vision + 8 docs)
  • Automatic “store vs ask” intelligence
  • Private Pinecone vector database setup
  • Cohere embeddings + Multiple LLM backends
  • Google Sheets integration (live listings)
  • Error-proof file handling + mime-type fixing
  • Zero-knowledge hallucinations (strict RAG)
Results & Outcomes
  • 100% of uploads become searchable knowledge
  • < 10 seconds average response time
  • Zero manual data entry or copy-paste
  • Dramatically reduced repeated inquiries
  • Perfect for clinics, real estate, and education
  • Scalable for active internal team uses
  • Works 24/7 autonomously on Telegram
FAQ

Common Questions

Everything you need to know before deploying the agent for your shop.

Still have questions? Book a call →
Can it read Excel files and PDFs?
▼
Yes. The system uses specific nodes to extract structured data from Excel and XML, and converts PDFs and Word Docs into clean text before embedding them into the vector database.
What if a customer is angry or complaining?
▼
The system detects complaint-like sentiment and flags those chats for priority manual follow-up, so no unhappy customer is missed.
Does the customer need to type special commands?
▼
No. Customers type naturally and the bot understands regular conversation with no menus or keywords required.
Can this work for other types of businesses?
▼
Yes. The flow adapts to any catalog-based business using WhatsApp for sales: electronics, fashion, auto parts, and more.
Build Yours

Deploy Telegram RAG for Your Business

This is a core system — no add-on configuration needed. Upload your documents, images, or data; the AI handles the rest. We scope and build it around your specific knowledge base.

Get a Quote →

One-time custom build · You own it · 30-min free call

Ready to turn Telegram into
your smart knowledge base?

Want to see it live? Just message me on Telegram and I’ll add you to the demo bot.

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30-minute call · No sales pressure · Real answers