Templates / Summarize Apple App Store reviews with Pinecone, GPT-4 Mini & Slack

Summarize Apple App Store reviews with Pinecone, GPT-4 Mini & Slack

Ready for 3.0

by Ertay Kaya ✓ · 441 views · created 2025-11-09 · Market Research, AI RAG

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 20 nodes and runs on a schedule (every day at 10:00) (plus 1 other trigger). Along the way it connects JWT, Pinecone Vector Store, Embeddings OpenAI and OpenAI Chat Model and 1 more.

How it runs

Trigger: On a schedule (every day at 10:00) (plus 1 other trigger).

  1. Set App Store app ids (Edit Fields (Set)): sets or maps fields
  2. Set App Store app ids (Edit Fields (Set)): sets or maps fields
  3. Split Out: splits a list into separate items
  4. Split Out: splits a list into separate items
  5. Loop Over Items (Loop Over Items (Split in Batches)): loops over the items in batches
  6. Loop Over Items (Loop Over Items (Split in Batches)): loops over the items in batches
  7. JWT: uses JWT
  8. AI Agent: runs an AI agent, with model: OpenAI Chat Model; 1 tool (Pinecone Vector Store)
  9. HTTP Request: calls an HTTP API
  10. Send to Slack channel (Slack): uses Slack

…plus 3 more steps. See the full node list below.

Services it uses

JWTPinecone Vector StoreEmbeddings OpenAIOpenAI Chat ModelSlack

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (13)

From the author

This n8n workflow automates the process of collecting, storing, and summarizing customer reviews from the Apple App Store for multiple apps. It fetches daily reviews, stores them in a Pinecone vector database, and generates a weekly summary using OpenAI,…

Excerpt from Ertay Kaya's description on n8n.io.

View the original on n8n.io → Check your own copy

Get the weekly “what broke” email

New templates, newly broken ones, and n8n release changes. One short email a week.

Form not loading? Subscribe here.