AI Telegram bot clarifies queries and fetches web data

This automation workflow enables instant responses to research questions in Telegram by combining dual AI agents with live web search. Ideal for users who value accuracy, up-to-date information, and time savings on manual data gathering.

## Who it´s for
- Telegram users needing fast, accurate answers to research questions
- Analysts seeking summarized web data without manual search
- Developers building AI assistants with real-time data access
- Marketers comparing products or prices in real time
- Investors tracking company or technology news

## What the automation does
- Receives text messages from users via Telegram
- First AI agent (DeepSeek R1) analyzes and clarifies the query using short-term memory for context
- Second agent (GPT-4o-mini) performs live web search using SerpAPI
- Generates a structured response with data, links, and images
- Sends the final result back to the user in Telegram

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

## Requirements for setup
- n8n account with LangChain support
- API keys: Telegram Bot, DeepSeek, OpenAI, SerpAPI
- Configured accounts in all listed services

## Benefits and outcomes
- Automatic clarification of vague queries via first AI agent
- Access to up-to-date web data without manual searching
- Time saved on information gathering and structuring
- Clear response format with sources and visual elements
- Scalability: one bot can serve multiple users
- Integration potential into team workflows or customer support

## 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.