# Analyze Amazon review friction and revenue impact: n8n workflow

> Started by an event in a connected app, and works across Google Sheets. It hands the judgement calls to OpenRouter.

Source: https://millionrounds.com/workflow/analyze-amazon-review-friction-and-revenue-impact (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Data collection](https://millionrounds.com/workflows?category=Data+collection#library)

# Analyze Amazon review friction and revenue impact

Started by an event in a connected app, and works across Google Sheets. It hands the judgement calls to OpenRouter. 23 steps, 3 branches, 1 loop or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: OpenRouter

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fanalyze-amazon-review-friction-and-revenue-impact)

**23 steps** Large: read it before trusting it with anything live

**3** Branches: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 1 Model 3 Logic 13 Service 6

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

- 1 **Run Friction Analysis** Manual trigger *Starts it*
- 2 **Validate AI Friction Output** Output Parser Structured *Model*
- 3 **Friction Impact Analyzer** Lm Chat Open Router *Model*
- 4 **Set Product URL** Set *Logic*
- 5 **AI Friction Impact Analyzer** Agent *Model*
- 6 **Start Review Scraping (Bright Data)** Bright Data *Service*
- 7 **Calculate Correlated Friction Score** Code *Logic*
- 8 **Wait Before Status Check** Wait *Logic*
- 9 **Format Bright Data Error** Set *Logic*
- 10 **Is High-Risk Revenue Friction?** If *Logic*
- 11 **Check Scraping Status** Bright Data *Service*
- 12 **Log Scraping Error** Google Sheets *Service*
- 13 **Tag as High Priority** Set *Logic*
- 14 **Prepare Delivery & Returns Risk Flags** Set *Logic*
- 15 **Tag as Moderate / Low Priority** Set *Logic*
- 16 **Is Snapshot Ready?** If *Logic*
- 17 **Log Checkout Optimization Opportunity** Google Sheets *Service*
- 18 **Log Delivery & Returns Risk** Google Sheets *Service*
- 19 **Download Review Data** Bright Data *Service*
- 20 **Detect Friction Signals** Code *Logic*
- 21 **Any Friction Detected?** If *Logic*
- 22 **Prepare Review for AI Analysis** Set *Logic*
- 23 **No Friction Detected** Set *Logic*

## How it's built

- **Starts on:** An event in a connected app
- **Steps:** 23, with 3 branches, 1 loop or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** Google Sheets
- **Model:** OpenRouter

## Questions

What does it need to run?

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

What starts it?

It starts on an event in a connected app.

Does it use AI?

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

How long does it take to set up?

Take your time. At 23 steps it is large: read it before trusting it with anything live.

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 23 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%2Fanalyze-amazon-review-friction-and-revenue-impact)
- **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 data collection, with the same services where possible, closest in size first.

- [**Extracts and organizes academic publications with OpenAI** 23 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/extracts-and-organizes-academic-publications-with-openai)
- [**Log meal nutrition from LINE food photos to Google Sheets** 23 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/log-meal-nutrition-from-line-food-photos-to-google-sheets)
- [**Optimize Instagram hashtags with OpenAI and Graph API** 23 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/optimize-instagram-hashtags-with-openai-and-graph-api)
- [**Track menu cost ratios from delivery-note photos with Gemini** 23 steps · calls a model · Gmail, Google Drive](https://millionrounds.com/workflow/track-menu-cost-ratios-from-delivery-note-photos-with-gemini)
- [**Manage client onboarding and project handoff** 23 steps · Gmail, Google Sheets](https://millionrounds.com/workflow/manage-client-onboarding-and-project-handoff)
- [**Track customer email commitments with Gmail and OpenRouter** 23 steps · Gmail, Google Sheets](https://millionrounds.com/workflow/track-customer-email-commitments-with-gmail-and-openrouter)