Nov '25 • General discussion
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.
41
60 comments
Google Changed RAG Forever with NEW Gemini File Search Tool
skool.com/systems-to-scale-9517
A community for mastering AI, Agents, and Automation.
Join today for immediate value!
Leaderboard (30-day)
1
+480
2
+418
3
+123
4
+88
5
+58
Powered by