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AI-powered reservation reminder calls for restaurant with Twilio & Grok-4

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Important notice

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

1. Workflow Overview

This workflow automates the process of calling customers to remind them of their booking reservations using AI generated messages and a Twilio phone number. It can easily be adapted for other ...

Best for

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

Tools used

n8n-nodes-base.manualtrigger, n8n-nodes-base.scheduletrigger, n8n-nodes-base.stickynote, @n8n/n8n-nodes-langchain.agent, n8n-nodes-base.splitinbatches, n8n-nodes-base.wait, @n8n/n8n-nodes-langchain.lmchatopenrouter, n8n-nodes-base.googlesheets

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
AI-powered reservation reminder calls for restaurant with Twilio & Grok-4
Workflow name
AI-powered reservation reminder calls for restaurant with Twilio & Grok-4

🤖📞 This workflow automates the process of calling customers to remind them of their booking reservations using AI-generated messages and a Twilio phone number. It can easily be adapted for other venues.


Key Benefits

  • Time-Saving Automation: Eliminates the need for manual calls by staff, saving hours per week.

  • Human-like AI Messages: Uses a custom language model to generate polite, natural phone messages tailored to each customer.

  • Multi-Channel Integration:

    • Google Sheets for reservation tracking.
    • Twilio for automated calling.
    • OpenRouter (or other LLMs) for generating speech content.
  • Error Reduction: Ensures all customers receive reminders exactly on the reservation day, minimizing no-shows.

  • Scalable: Easily adapts to growing reservation lists and more complex message logic.

  • Suitable for restaurants, hairdressers, offices and any other business


How It Works

  1. Trigger:
    • The workflow can be triggered manually (via "When clicking ‘Execute workflow’) or automatically at 11 AM daily (via Schedule Trigger).
  2. Data Fetch:
    • Retrieves today’s reservations from a Google Sheet, filtering rows where DATE = today and CALLED is empty.
  3. AI-Generated Call Script:
    • For each reservation, the Secretary Agent (powered by OpenRouter’s Grok-4) generates a phone script using the guest’s name, time, and party size.
  4. Twilio Call:
    • The script is sent to Twilio, which calls the guest’s phone number (from the sheet) and reads the message aloud using text-to-speech.
  5. Update & Loop:
    • Marks the reservation as called (CALLED = "x") in the sheet and waits 2 minutes between calls to avoid rate limits.

Set Up Steps

  1. Twilio Configuration:
    • Sign up for Twilio, buy a phone number, and:
      • Enable text-to-speech (set language to Italian).
      • Configure geo permissions for the target country.
      • Add credentials to the Twilio node (sender number in From field).
  2. Google Sheets Setup:
    • Clone the Google Sheet template and ensure:
      • Phone numbers include the international prefix (without "+").
      • Columns: DATE, TIME, NAME, N. PEOPLE, PHONE, CALLED.
  3. OpenRouter API:
    • Connect the OpenRouter Chat Model node to your account (using Grok-4 or another model).
  4. Deploy:
    • Activate the workflow and test with manual execution.

Note: The workflow is currently inactive (active: false). Enable it after setup.


Need help customizing?

Contact me for consulting and support or add me on Linkedin.

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 - When clicking ‘Execute workflow’

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

Block 2 - Schedule Trigger

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

Block 3 - Sticky Note

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

Block 4 - Secretary Agent

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 1.8

Block 5 - Loop Over Items

Type / Role
n8n-nodes-base.splitInBatches - splitInBatches
Config choices
Version 3

Block 6 - Wait

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 7 - Sticky Note1

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

Block 8 - Sticky Note2

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

Block 9 - Grok 4

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenRouter - lmChatOpenRouter
Config choices
Version 1

Block 10 - Get daily reservations

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

Block 11 - Make a call

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

Block 12 - Update reservation

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

3. Summary Table

Workflow AI-powered reservation reminder calls for restaurant with Twilio & Grok-4
Complexity intermediate
Nodes 12
Categories Support Chatbot, Multimodal AI
Author Davide
Published 18 Jul 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/6135/6135.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 AI-powered reservation reminder calls for restaurant with Twilio & Grok-4 do?

This workflow automates the process of calling customers to remind them of their booking reservations using AI generated messages and a Twilio phone number. It can easily be adapted for other ...

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, Multimodal AI use case.