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RAG & Knowledge Basesfree

RAG Workflow For Company Website Using Apify and Gemini

by Fabian MaumeUpdated Aug 2026
RequiresGoogle Gemini
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VSPinecone Vector StorePinecone Vector…EGEmbeddings Google GeminiEmbeddings Goog…DDDefault Data LoaderDefault Data Lo…TSRecursive Character Text SplitterRecursive Chara…AgAI AgentTVVector Store ToolVector Store To…VSPinecone Vector Store (Retrieval)Pinecone Vector…EGEmbeddings Google Gemini (retrieval)Embeddings Goog…MBWindow Buffer MemoryWindow Buffer M…ChWhen chat message receivedWhen chat messa…Google Gemini Chat ModelGoogle Gemini C…Google Gemini Chat Model (retrieval)Google Gemini C…ScSchedule TriggerApScrape website dataScrape website …12345
1/5
FLOWS
STEPS · 5
Runs on a schedule

On chat message, answers company-website questions from a Gemini-embedded Pinecone store, with site content scraped via Apify on a schedule.

Tags

webhookcomplexGoogle GeminiSupport ChatbotAI RAGdiscoveredpending-review
Connects
Google Gemini
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitycomplex
Nodes14
AddedJun 27, 2026