Generate sales reports from Google Sheets with Azure OpenAI and Telegram

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Important notice

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

1. Workflow Overview

Description: Transform your spreadsheet data into actionable intelligence with this smart n8n workflow template! This automation extracts sales, lead, and customer data from spreadsheets, analyzes ...

Best for

CRM automation workflows
AI Summarization automation workflows
intermediate n8n builders looking for reusable templates

Tools used

n8n-nodes-base.googlesheets, n8n-nodes-base.telegram, n8n-nodes-base.manualtrigger, @n8n/n8n-nodes-langchain.chainllm, @n8n/n8n-nodes-langchain.lmchatazureopenai, n8n-nodes-base.stickynote

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title: Generate sales reports from Google Sheets with Azure OpenAI and Telegram
Workflow name: Generate sales reports from Google Sheets with Azure OpenAI and Telegram

Description:

Transform your spreadsheet data into actionable intelligence with this smart n8n workflow template! This automation extracts sales, lead, and customer data from spreadsheets, analyzes it with Azure OpenAI, and delivers concise, prioritized summaries straight to your team’s Telegram—keeping everyone aligned without manual reporting.

Perfect for sales teams, managers, and business owners, this workflow ensures that critical insights, performance trends, and lead recommendations are instantly available where your team communicates most.

What This Template Does (Step-by-Step): 📂 Extract Spreadsheet Data Fetches customer, lead, and sales information from Google Sheets, Excel, or CSV files. 🧹 Prepare & Structure Data Cleans and formats entries for accurate AI analysis. 🤖 AI-Powered Insights with Azure OpenAI Analyzes sales and lead data to surface key metrics, trends, and per-lead recommendations. 📊 Generate Clear Summary Reports Compiles insights into a concise, easy-to-read digest for decision-making. 📲 Send Summaries to Telegram Instantly delivers formatted reports to your group or channel for real-time visibility.

Perfect For:

Sales teams tracking pipeline performance
Managers monitoring KPIs and trends
Business owners seeking actionable insights without manual reporting
Teams needing instant updates on opportunities and next steps

Built With:

Spreadsheet integrations (Google Sheets, Excel, CSV)
Azure OpenAI (AI-driven insights & recommendations)
Telegram API (team-wide report delivery)
n8n workflow logic (data preparation & formatting)

Key Benefits: ✅ AI-driven sales insights without manual effort 🔍 Clear prioritization of leads and opportunities 🧠 Smarter, faster decision-making with real-time reports 📒 Centralized updates for full team visibility 🛠 100% no-code and fully customizable in n8n

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 - Get row(s) in sheet

Type / Role: n8n-nodes-base.googleSheets - googleSheets
Config choices: Version 4

Block 2 - Send a text message

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

Block 3 - When clicking ‘Execute workflow’

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

Block 4 - Basic LLM Chain

Type / Role: @n8n/n8n-nodes-langchain.chainLlm - chainLlm
Config choices: Version 1.7

Block 5 - Azure OpenAI Chat Model

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

Block 6 - Sticky Note

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

3. Summary Table

Workflow	Generate sales reports from Google Sheets with Azure OpenAI and Telegram
Complexity	intermediate
Nodes	8
Categories	CRM, AI Summarization
Author	Rahul Joshi
Published	02 Sept 2025

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/8177/8177.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 CRM workflows AI Summarization workflows

Frequently asked questions

What does Generate sales reports from Google Sheets with Azure OpenAI and Telegram 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 CRM, AI Summarization use case.

Rahul Joshi

269 workflows

Nodes

n8n-nodes-base.googlesheets n8n-nodes-base.telegram n8n-nodes-base.manualtrigger @n8n/n8n-nodes-langchain.chainllm @n8n/n8n-nodes-langchain.lmchatazureopenai n8n-nodes-base.stickynote

Complexity

intermediate

Published 02 Sept 2025

Likes 0

View on n8n.io Download Workflow

Install path: /data/workflows/8177/8177.json

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Generate sales reports from Google Sheets with Azure OpenAI and Telegram

Workflow preview

Important notice

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - Get row(s) in sheet

Block 2 - Send a text message

Block 3 - When clicking ‘Execute workflow’

Block 4 - Basic LLM Chain

Block 5 - Azure OpenAI Chat Model

Block 6 - Sticky Note

Block 7 - Sticky Note1

Block 8 - Sticky Note2

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