Extract insights from LinkedIn with Apify, Pinecone Assistant, and GPT-4.1

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This n8n workflow template lets you extract insights from comments on your LinkedIn posts using Pinecone Assistant, Apify, and OpenAI. It scrapes LinkedIn comments using Apify and then retrieves relevant context from this data using Pinecone Assistant and generates insights with OpenAI, all without the need to train your own LLM.

What is Pinecone Assistant?

[Pinecone Assistant](https://docs.pinecone.io/guides/assistant/overview) allows you to build production-grade chat and agent-based applications quickly. It abstracts the complexities of implementing retrieval-augmented (RAG) systems by managing the chunking, embedding, storage, query planning, vector search, model orchestration, reranking for you.

Prerequisites

A [Pinecone account](https://app.pinecone.io/) An [Open AI account](https://auth.openai.com/create-account) and [API key](https://platform.openai.com/settings/organization/api-keys) An [Apify account](https://apify.com/) and [API token](https://console.apify.com/settings/integrations)

Setup