# Summarize Google Play Store reviews with Pinecone and Slack: n8n workflow

> Started by a clock, and works across Pinecone and Slack. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than...

Source: https://millionrounds.com/workflow/summarize-google-play-store-reviews-with-pinecone-and-slack (Millionrounds; every figure on the page links to its filing or article)

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

# Summarize Google Play Store reviews with Pinecone and Slack

Started by a clock, and works across Pinecone and Slack. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 19 steps, 2 loops or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fsummarize-google-play-store-reviews-with-pinecone-and-slack)

**19 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**2** Loops or waits

**2** Services it connects to

## The flow

Starts it 2 Model 7 Logic 8 Service 2

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

- 1 **Daily Trigger** Schedule trigger *Starts it*
- 2 **Embeddings OpenAI** Embeddings Open Ai *Model*
- 3 **Default Data Loader** Document Default Data Loader *Model*
- 4 **OpenAI Chat Model1** Lm Chat Open Ai *Model*
- 5 **Embeddings OpenAI1** Embeddings Open Ai *Model*
- 6 **Weekly trigger** Schedule trigger *Starts it*
- 7 **Set the bundle ids** Set *Logic*
- 8 **Pinecone Vector Store** Vector Store Pinecone *Model*
- 9 **AI Agent - Summary creator** Agent *Model*
- 10 **Pinecone Vector Store1** Vector Store Pinecone *Model*
- 11 **Set app details** Set *Logic*
- 12 **Split Out** Split Out *Logic*
- 13 **Loop Over Items** Split In Batches *Logic*
- 14 **Send to Slack channel** Slack *Service*
- 15 **Split Out1** Split Out *Logic*
- 16 **HTTP Request** Http Request *Service*
- 17 **Loop Over Items1** Split In Batches *Logic*
- 18 **Split Out4** Split Out *Logic*
- 19 **Filter** Filter *Logic*

## How it's built

- **Starts on:** A clock
- **Steps:** 19, 2 loops or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Pinecone, Slack
- **Model:** OpenAI
- **Retrieval:** Answers are drawn from documents you supply, not from the model alone

## Questions

What does it need to run?

An n8n account, plus your own Pinecone and Slack accounts, 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. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 19 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 19 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%2Fsummarize-google-play-store-reviews-with-pinecone-and-slack)
- **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.

[Pinecone](https://millionrounds.com/workflows?service=Pinecone#library)[Slack](https://millionrounds.com/workflows?service=Slack#library)

## Workflows like it

Also alerts and monitoring, with the same services where possible, closest in size first.

- [**Detect fake product reviews with OpenAI and Airtable** 19 steps · calls a model · Airtable, Slack](https://millionrounds.com/workflow/detect-fake-product-reviews-with-openai-and-airtable)
- [**Monitor competitor prices with OpenAI and Google Sheets** 19 steps · calls a model · Google Sheets, Notion](https://millionrounds.com/workflow/monitor-competitor-prices-with-openai-and-google-sheets)
- [**Notify HubSpot deal stage changes with OpenAI and Slack** 19 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/notify-hubspot-deal-stage-changes-with-openai-and-slack)
- [**Notify clients of delayed trade settlements with Google Sheets** 19 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/notify-clients-of-delayed-trade-settlements-with-google-shee)
- [**Score BizQuest listings and alert top deals with Apify** 19 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/score-bizquest-listings-and-alert-top-deals-with-apify)
- [**Text back missed calls with Twilio and OpenAI** 19 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/text-back-missed-calls-with-twilio-and-openai)