Smart message buffering in Telegram: AI detects if user

This automation workflow prevents premature AI agent responses in Telegram by analyzing whether the user has completed their thought. It enables natural conversation flow and improves interaction quality. Designed for bot owners, developers, and companies deploying AI support.

## Who it´s for
- Telegram bot owners aiming for more natural AI conversations
- Chatbot developers facing issues with agents interrupting users
- Companies implementing AI support in messengers and seeking smooth UX

## What the automation does
- Receives messages from Telegram via webhook
- Sends text to an LLM classifier (Google Gemini) to predict speech completion
- Buffers incomplete messages in Redis and waits for continuation
- On completion detection, combines all fragments and sends full input to the AI agent
- Processes commands (e.g., /help) immediately without buffering
- Maintains session state in Redis for accurate dialogue handling

## What´s included
- Ready-to-use n8n workflow
- Trigger and handler logic based on LangChain and HTTP API
- Integrations with Telegram, Google Gemini, and Redis
- Basic textual guide for launch and adaptation

## Requirements for setup
- n8n account with workflow execution access
- Telegram Bot API token
- Configured Redis instance
- Google Gemini API key
- Basic understanding of n8n and HTTP triggers

## Benefits and outcomes
- Eliminates annoying AI interruptions
- Improves response accuracy through full context analysis
- Enables human-like conversational flow
- Reduces follow-up clarification requests from the bot
- Enhances perception of the AI assistant as intelligent
- Preserves session state across messages

## 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 в чате.