Skip to main content

Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar

Workflow preview

Workflow preview
100%
Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar preview
Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

This n8n template demonstrates how to build an autonomous AI assistant that handles real business tasks through natural conversation on Telegram. The example shows meeting scheduling with CRM looku...

Best for

  • Support Chatbot automation workflows
  • AI Chatbot automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.telegramtrigger, n8n-nodes-base.set, n8n-nodes-base.googlesheets, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.googlecalendartool, n8n-nodes-base.googlesheetstool

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Servify.

Original n8n.io source

1.1 Workflow description

Title
Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar
Workflow name
Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar

This n8n template demonstrates how to build an autonomous AI assistant that handles real business tasks through natural conversation on Telegram. The example shows meeting scheduling with CRM lookup and calendar management, but the architecture supports any business automation you can imagine - simply add tools and the AI learns to use them automatically.

Use cases are many: Try automating appointment scheduling, customer support tickets, invoice generation, lead qualification, email management, report generation, data entry, or task coordination!

Good to know

  • OpenAI API costs are minimal at ~$0.001 per conversation with GPT-4o-mini
  • The AI agent makes autonomous decisions and can chain multiple tool calls to complete complex tasks
  • Conversation context is not persisted between sessions (can be extended with a memory database)
  • Calendar availability is checked for business hours (9 AM - 4 PM) by default
  • The workflow assumes contacts are stored in Google Sheets with Name and Email columns
  • This is production-ready code that can be deployed immediately for real business use

How it works

  • User sends a natural language message to the Telegram bot requesting a meeting
  • The workflow extracts message content, chat ID, and user information
  • CRM database is loaded from Google Sheets containing contact information
  • The AI agent analyzes the request and autonomously decides which tools to use
  • AI searches CRM for contacts, checks Google Calendar availability, and proposes 3 available time slots
  • User confirms their preferred time through conversational reply
  • Upon confirmation, the workflow creates a Google Calendar event with both parties invited
  • A professional confirmation email is automatically sent via Gmail to the meeting attendee
  • The entire multi-step process executes autonomously through simple conversation

How to use

  • Set up a Google Sheet as your CRM with columns: Name, Email, Phone
  • Create a Telegram bot via BotFather and get your bot token
  • Import this workflow and connect your credentials (Telegram, OpenAI, Google Sheets, Calendar, Gmail)
  • Replace placeholder IDs with your actual Google Sheet ID and Calendar ID in the workflow nodes
  • Activate the workflow to start listening for Telegram messages
  • Test with: "Schedule a meeting with [contact name] tomorrow at 2 PM"
  • Customize the AI Agent system prompt to match your scheduling preferences and timezone

Requirements

  • Telegram Bot Token (free from BotFather)
  • OpenAI API account with GPT-4o-mini access
  • Google Sheets OAuth2 credentials for CRM database access
  • Google Calendar OAuth2 credentials for availability checking and event creation
  • Gmail OAuth2 credentials for sending confirmation emails

Customising this workflow

  • Add new tools (APIs, databases, services) and the AI automatically learns to use them - no code changes needed
  • Replace Telegram with Slack, WhatsApp, or SMS for different communication channels
  • Extend capabilities beyond scheduling: invoice generation, customer support, lead qualification, report generation
  • Connect external systems like HubSpot, Salesforce, QuickBooks, Asana, or custom APIs
  • Add conversation memory by integrating a vector database for context-aware multi-turn conversations
  • Implement approval workflows where AI drafts actions for human review before execution
  • Build multiple specialized assistants with different tools and expertise for various business functions

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Main Instructions

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 2 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 3 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 4 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 5 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 6 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 7 - Sticky Note5

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 8 - Telegram Trigger

Type / Role
n8n-nodes-base.telegramTrigger - telegramTrigger
Config choices
Version 1.2

Block 9 - Prepare Data

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 10 - Load CRM Data

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.6

Block 11 - AI Agent

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 1.9

Block 12 - OpenAI Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices
Version 1.2

Block 13 - Google Calendar Tool

Type / Role
n8n-nodes-base.googleCalendarTool - googleCalendarTool
Config choices
Version 1.3

Block 14 - CRM Search Tool

Type / Role
n8n-nodes-base.googleSheetsTool - googleSheetsTool
Config choices
Version 4.6

Block 15 - Send Response

Type / Role
n8n-nodes-base.telegram - telegram
Config choices
Version 1.2

Block 16 - Should Create Event?

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 17 - Create Calendar Event

Type / Role
n8n-nodes-base.googleCalendar - googleCalendar
Config choices
Version 1.3

Block 18 - Send Confirmation Email

Type / Role
n8n-nodes-base.gmail - gmail
Config choices
Version 2.1

3. Summary Table

Workflow Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar
Complexity advanced
Nodes 18
Categories Support Chatbot, AI Chatbot
Author Servify
Published 23 Nov 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/11166/11166.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Autonomous meeting scheduler with GPT-4o-mini, Telegram, and Google Calendar do?

This n8n template demonstrates how to build an autonomous AI assistant that handles real business tasks through natural conversation on Telegram. The example shows meeting scheduling with CRM looku...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Support Chatbot, AI Chatbot use case.