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1 contribution to AI Accelerator
Google Changed RAG Forever with NEW Gemini File Search Tool
Hey all, just uploaded a new video! Google just released Gemini File Search that makes RAG systems incredibly simple, easy to use, and cost-effective. What Changed: Building RAG systems used to require vector databases, managing embeddings, chunking, and infrastructure - weeks of work and thousands in costs. Now Google's File Search handles everything automatically when you upload a document - semantic chunking, embeddings, vector indexing, and retrieval with citations happen in seconds. Three API calls - create file store, upload file, query. That's it. Pricing: Storage FREE, query embeddings FREE, indexing $0.15 per 1M tokens. Index hundreds of documents for under $1 instead of paying hundreds per month for vector databases. y these tools for maximum business impact. What are you building with this? Drop your thoughts below.
1 like โ€ข Nov '25
@Nick Puruczky sounds like you'd use this to build a RAG system over an n8n option?
1 like โ€ข Nov '25
@Nick Puruczky Does the Gemini File Search Tool option require coding experience?
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John Sukkar
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