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Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis

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Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis 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 workflow automates replying to Google Play Store reviews using AI. It analyzes each review’s sentiment and tone and posts a human like response — saving time for indie devs, founders, and ...

Best for

  • Ticket Management automation workflows
  • Multimodal AI automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.merge, @n8n/n8n-nodes-langchain.openai, n8n-nodes-base.stickynote, @n8n/n8n-nodes-langchain.memorybufferwindow, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.httprequest, n8n-nodes-base.slack, n8n-nodes-base.scheduletrigger

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis
Workflow name
Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis

This n8n workflow automates replying to Google Play Store reviews using AI.

It analyzes each review’s sentiment and tone and posts a human-like response — saving time for indie devs, founders, and PMs managing multiple apps.


💡 Use Cases

  • Respond to reviews at scale without sounding robotic
  • Prioritize negative sentiment feedback
  • Maintain consistent tone and support messaging
  • Free up time for teams to focus on product instead of ops

🧠 How it works

  • Uses the Play Store API to fetch new app reviews
  • Filters out reviews that have already been replied to
  • Analyzes sentiment using OpenAI GPT-4o
  • Passes sentiment and review context to an AI Agent node that crafts a reply
  • Replies are posted to Play Store via Google API
  • (Optional) Logs the reply to Slack for visibility

⚡ Requirements

  • Google Play Developer Console access
  • Google Cloud Project with service account
  • OpenAI account (GPT-4o or mini)
  • (Optional) Slack workspace & app for logging

🙌 Don’t want to set this up yourself?

I’ll do it for you. Just drop me an email: [email protected]

Let’s automate the boring stuff so you can focus on growth. 🚀

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 - Merge1

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.1

Block 2 - Verify Analysis

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

Block 3 - Sticky Note

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

Block 4 - User Review Memory

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

Block 5 - OpenAI GPT 4o mini

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

Block 6 - Post Reply to Play Store

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

Block 7 - Slack

Type / Role
n8n-nodes-base.slack - slack
Config choices
Version 2.3

Block 8 - Schedule Trigger1

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

Block 9 - Sticky Note15

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

Block 10 - Sticky Note16

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

Block 11 - Sticky Note17

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

Block 12 - Filter1

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

Block 13 - HTTPS1

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

Block 14 - Sticky Note18

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

Block 15 - OpenAI1

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

Block 16 - Sticky Note19

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

Block 17 - Sticky Note20

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

Block 18 - Sticky Note21

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

Block 19 - Sticky Note22

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

Block 20 - Sticky Note23

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

Block 21 - Sticky Note24

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

Block 22 - AI Agent1

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 2

Block 23 - Merge2

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.1

3. Summary Table

Workflow Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis
Complexity advanced
Nodes 23
Categories Ticket Management, Multimodal AI
Author Arunava
Published 26 Jun 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/5372/5372.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 Auto-reply to Google Play Store reviews with GPT-4o & sentiment analysis do?

This n8n workflow automates replying to Google Play Store reviews using AI. It analyzes each review’s sentiment and tone and posts a human like response — saving time for indie devs, founders, and ...

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 Ticket Management, Multimodal AI use case.