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Nate Herk November 23, 2025

Gemini's New File Search Just Leveled Up RAG Agents (10x Cheaper)

Summary

Google's Gemini file search API offers a simplified approach to document retrieval and analysis by automatically handling document chunking, embedding, and search capabilities. The service allows users to upload files directly, with Gemini generating embeddings and enabling instant question-answering without complex data pipeline infrastructure. Notably, the API is extremely cost-effective, charging only 15 cents per million tokens processed and currently offering free storage, making it an attractive option for developers and organizations seeking streamlined document intelligence solutions.

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