Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets

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1. Workflow Overview

This workflow automatically qualifies leads, answers FAQs, and books sales calls via WhatsApp using AI powered conversation logic. Who's it for • Sales teams handling high inbound message volume • ...

Best for

Lead Nurturing automation workflows
AI Chatbot automation workflows
advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.webhook, n8n-nodes-base.set, n8n-nodes-base.httprequest, n8n-nodes-base.code, n8n-nodes-base.filter, n8n-nodes-base.wait, @n8n/n8n-nodes-langchain.agent

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title: Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets
Workflow name: Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets

This workflow automatically qualifies leads, answers FAQs, and books sales calls via WhatsApp using AI-powered conversation logic.

Who's it for

• Sales teams handling high inbound message volume • SaaS / service businesses using WhatsApp for outreach • Agencies automating lead qualification pipelines

How it works

WhatsApp message arrives via webhook (Twilio/Meta Cloud API)
Conversation state is loaded from memory/sheet
AI qualifies lead (Budget, Authority, Need, Timeline)
Bot answers FAQs automatically
Qualified leads get calendar booking link / slot picker
All activity is logged to Google Sheets CRM
Hot leads trigger Slack/email alert to sales rep

How to set up

Import this workflow into n8n
Set up credentials: Twilio/Meta WhatsApp, Google Sheets, Google Calendar, OpenAI
Update YOUR_SHEET_ID and YOUR_CALENDAR_ID placeholders
Update your product FAQ knowledge base in the AI node
Activate workflow and configure your WhatsApp webhook URL

Requirements

• Twilio WhatsApp API or Meta Cloud API • Google Sheets (CRM tracker) • Google Calendar or Calendly • OpenAI API key • n8n instance (cloud or self-hosted)

Customization

• Edit BANT scoring thresholds in JS node • Update FAQ knowledge base in AI system prompt • Modify booking time slots in calendar node • Adjust Slack alert conditions

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 - Sticky Note - Overview

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

Block 2 - Sticky Note - Intake

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

Block 3 - Sticky Note - Intent

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

Block 4 - Sticky Note - AI Response

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

Block 5 - Sticky Note - Send Track

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

Block 6 - Webhook - WhatsApp Inbound

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

Block 7 - Normalize Message Fields

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

Block 8 - Load Lead State from Sheet

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 9 - JS - Resolve Lead State

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 10 - Python - Detect Intent

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 11 - Route - Book Call?

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

Block 12 - Route - FAQ?

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

Block 13 - Route - Hot Lead?

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

Block 14 - Wait - Rate Limit

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

Block 15 - AI - Sales Closer Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 1.6

Block 16 - OpenAI GPT-4.1-mini

Type / Role: @n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices: Version 1.3

Block 17 - JS - Score & Format Reply

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 18 - Send WhatsApp Reply (Twilio)

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 19 - Upsert Lead in Google Sheets

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 20 - Check - Hot Lead Alert?

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

Block 21 - Slack - Hot Lead Alert

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 22 - Book Call in Google Calendar

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 23 - Webhook Response - 200 OK

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

3. Summary Table

Workflow	Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets
Complexity	advanced
Nodes	23
Categories	Lead Nurturing, AI Chatbot
Author	Oneclick AI Squad
Published	11 May 2026

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/15621/15621.json as the source template for this automation.
2. Import the template into n8n

Open n8n, import the downloaded JSON, and review each node before activating the workflow.
3. Configure credentials and variables

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

Download workflow JSON Original n8n.io source Lead Nurturing workflows AI Chatbot workflows

Frequently asked questions

What does Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets do?

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 Lead Nurturing, AI Chatbot use case.

Oneclick AI Squad

224 workflows

Nodes

n8n-nodes-base.stickynote n8n-nodes-base.webhook n8n-nodes-base.set n8n-nodes-base.httprequest n8n-nodes-base.code n8n-nodes-base.filter n8n-nodes-base.wait @n8n/n8n-nodes-langchain.agent

Complexity

advanced

Published 11 May 2026

Likes 0

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Install path: /data/workflows/15621/15621.json

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Qualify WhatsApp leads and book sales calls with GPT‐4.1 and Google Sheets

Workflow preview

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

Who's it for

How it works

How to set up

Requirements

Customization

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - Sticky Note - Overview

Block 2 - Sticky Note - Intake

Block 3 - Sticky Note - Intent

Block 4 - Sticky Note - AI Response

Block 5 - Sticky Note - Send Track

Block 6 - Webhook - WhatsApp Inbound

Block 7 - Normalize Message Fields

Block 8 - Load Lead State from Sheet

Block 9 - JS - Resolve Lead State

Block 10 - Python - Detect Intent

Block 11 - Route - Book Call?

Block 12 - Route - FAQ?

Block 13 - Route - Hot Lead?

Block 14 - Wait - Rate Limit

Block 15 - AI - Sales Closer Agent

Block 16 - OpenAI GPT-4.1-mini

Block 17 - JS - Score & Format Reply

Block 18 - Send WhatsApp Reply (Twilio)

Block 19 - Upsert Lead in Google Sheets

Block 20 - Check - Hot Lead Alert?

Block 21 - Slack - Hot Lead Alert

Block 22 - Book Call in Google Calendar

Block 23 - Webhook Response - 200 OK

3. Summary Table

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

2. Import the template into n8n

3. Configure credentials and variables

4. Test with sample data

5. Activate and monitor

5. General Notes & Resources

Frequently asked questions