AI assistant in Telegram for internal docs with…

This automation enables employees to get accurate, context-aware answers to questions about internal documentation via Telegram, using an AI-powered RAG system with continuous learning from user feedback. The assistant retrieves information from Google Docs, stores embeddings in MongoDB, and improves over time based on positive and negative interactions.

## Who it´s for
- Internal employees searching for technical documentation
- Technical specialists needing quick product-related answers
- Support and helpdesk teams automating common queries
- Development teams implementing RLHF for AI improvement
- Managers collecting insights on AI response quality

## What the automation does
- Receives user messages via Telegram
- Processes queries through a LangChain agent with RAG using MongoDB vector search
- Generates responses based on up-to-date Google Docs content
- Preserves chat memory and detects message language for consistent replies
- Captures user feedback (👍/👎) to refine future answer quality
- Periodically imports, chunks, and embeds Google Docs content via OpenAI
- Learns from historical interactions to avoid past mistakes and replicate successes

## What´s included
- Ready-to-use n8n workflow
- Trigger and message handling logic
- Integrations with Telegram, Google Docs, OpenAI API, and MongoDB
- Basic text guide for deployment and adaptation

## Requirements for setup
- Telegram bot account with API token
- Google Docs access with enabled API and service account key
- OpenAI account with valid API key
- MongoDB Atlas cluster with vector search enabled
- Running n8n instance (self-hosted or cloud)

## Benefits and outcomes
- Reduces support load by enabling self-service Q&A
- Improves answer accuracy through feedback-driven learning
- Provides instant access to updated documentation
- Supports multilingual conversations with language retention
- Continuously enhances AI performance using real interaction history
- Automatically syncs documentation changes from Google Docs
- Enables analysis of common questions and documentation gaps

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via Telegram: @gleb923.