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Sentiment analytics visualizer

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Important notice

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

1. Workflow Overview

Sentiment Analyzer Google Sheets → OpenAI GPT 4o → QuickChart → Gmail What this workflow does 1. Fetches customer reviews from a Google Sheet. 2. Classifies each review as Positive , Neutral ...

Best for

  • Market Research automation workflows
  • AI Summarization automation workflows
  • intermediate n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.splitinbatches, @n8n/n8n-nodes-langchain.sentimentanalysis, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.manualtrigger, n8n-nodes-base.googlesheets, n8n-nodes-base.code, n8n-nodes-base.quickchart

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Sentiment analytics visualizer
Workflow name
Sentiment analytics visualizer

🧠 Sentiment Analyzer

Google Sheets → OpenAI GPT-4o → QuickChart → Gmail


🚀 What this workflow does

  1. Fetches customer reviews from a Google Sheet.
  2. Classifies each review as Positive, Neutral or Negative with GPT-4o-mini.
  3. Writes the sentiment back to your sheet.
  4. Builds a doughnut chart summarising the totals.
  5. Emails the chart to your chosen recipient so the whole team stays in the loop.

Perfect for support teams, product managers or anyone who wants a zero-code mood ring for their users’ feedback.


🗺️ Node-by-node tour

🔩 Node 💡 Purpose
Manual Trigger Lets you test the workflow on demand.
Select Google Sheet Points to the spreadsheet that holds your reviews.
Loop Over Items Feeds each row through the analysis routine.
Sentiment Analysis (LangChain) Calls GPT-4o-mini and returns only the sentiment category.
Update Google Sheet Writes the new Sentiment value into column C.
Read Data from Google Sheet Pulls the full sheet again to create a summary.
Extract Number of Answers per Sentiment (Code node) Tallies up how many reviews fall into each category.
Generate QuickChart Creates a doughnut (or pie) chart as a PNG.
Send Gmail with Sentiment Chart Fires the chart off to your inbox.
(Sticky Notes) Friendly setup tips scattered around the canvas.

🛠️ Setup checklist

✅ Step Where
Connect Google Sheets → paste your Spreadsheet ID & choose the correct sheet. All Google Sheets nodes
Add OpenAI credentials (sk-… key). Sentiment Analysis node
Configure Gmail OAuth2 + recipient address. Gmail node
Match your sheet columns → “Review title”, “Review text”, empty “Sentiment”. Google Sheet itself
(Optional) Switch to gpt-4o for maximum accuracy. Sentiment Analysis “Model” param

🏃‍♂️ How to run

  1. Drop a few sample reviews into the sheet.
  2. Click “Test workflow” on the Manual Trigger.
  3. Watch each row march through → sentiment appears in column C.
  4. After all rows finish, check your inbox for a fresh chart. ✔️

✨ Ideas for next level

  • Schedule the trigger (Cron) to auto-process new reviews daily.
  • Feed the counts to Slack or Discord instead of email.
  • Add a second GPT call to generate a short summary for each review.

Happy automating! 🎉

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 - 📋 Setup Instructions

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

Block 2 - 🔧 Configure Google Sheets

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

Block 3 - 🤖 Configure OpenAI

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

Block 4 - 📧 Configure Gmail

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

Block 5 - Loop Over Items

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

Block 6 - Sentiment Analysis

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

Block 7 - OpenAI Chat Model

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

Block 8 - When clicking 'Test workflow'

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

Block 9 - Select Google Sheet

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.5

Block 10 - Update Google Sheet

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.5

Block 11 - Read Data from Google Sheet

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.5

Block 12 - Extract Number of Answers per Sentiment

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

Block 13 - Generate QuickChart

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

Block 14 - Send Gmail with Sentiment Chart

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

3. Summary Table

Workflow Sentiment analytics visualizer
Complexity intermediate
Nodes 14
Categories Market Research, AI Summarization
Author Franz
Published 24 Jun 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/5204/5204.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 Sentiment analytics visualizer do?

Sentiment Analyzer Google Sheets → OpenAI GPT 4o → QuickChart → Gmail What this workflow does 1. Fetches customer reviews from a Google Sheet. 2. Classifies each review as Positive , Neutral ...

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 Market Research, AI Summarization use case.