# AI automate UX feedback: Sentiment & emotion analysis: n8n workflow

> Started by a clock, and works across Google Sheets. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/ai-automate-ux-feedback-sentiment-and-emotion-analysis (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Research and reporting](https://millionrounds.com/workflows?category=Research+and+reporting#library)

# AI automate UX feedback: Sentiment & emotion analysis

Started by a clock, and works across Google Sheets. It hands the judgement calls to OpenAI. 11 steps, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fai-automate-ux-feedback-sentiment-and-emotion-analysis)

**11 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 2 Model 1 Logic 5 Service 3

The steps in the order they run, from what starts it.

- 1 **When clicking 'Execute workflow'** Manual trigger *Starts it*
- 2 **Schedule Trigger** Schedule trigger *Starts it*
- 3 **Fetch Allowed Tags** Google Sheets *Service*
- 4 **Fetch New Feedbacks** Google Sheets *Service*
- 5 **Merge Tags & Feedbacks** Merge *Logic*
- 6 **Attach Tags Array** Set *Logic*
- 7 **Process Feedbacks in Batches** Split In Batches *Logic*
- 8 **Aggregate Batch Items** Code *Logic*
- 9 **Tag Feedbacks with AI** Open Ai *Model*
- 10 **Split Batch Results** Code *Logic*
- 11 **Update Google Sheet (Tagged)** Google Sheets *Service*

## How it's built

- **Starts on:** A clock
- **Steps:** 11, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Google Sheets
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Google Sheets account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on a clock.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 11 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 11 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fai-automate-ux-feedback-sentiment-and-emotion-analysis)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)

## Workflows like it

Also research and reporting, with the same services where possible, closest in size first.

- [**Analyze customer survey feedback with Google Sheets and Slack** 11 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/analyze-customer-survey-feedback-with-google-sheets-and-slac)
- [**Automated email management with Gemini and Notion** 11 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automated-email-management-with-gemini-and-notion)
- [**Automated meta ads analysis with Gemini and ScrapingFlash** 11 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/automated-meta-ads-analysis-with-gemini-and-scrapingflash)
- [**Automatic Topic & Sentiment Extraction from Jotform Responses** 11 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/automatic-topic-and-sentiment-extraction-from-jotform-respon)
- [**Bulk-verify Google Sheets emails and write results + weekly** 11 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/bulk-verify-google-sheets-emails-and-write-results-weekly)
- [**Check suspicious links with Telegram and OpenAI** 11 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/check-suspicious-links-with-telegram-and-openai)