Gemini File Search Update: Multimodal RAG, Metadata Filters & Page Citations

Analytics Vidhya · Intermediate ·🔍 RAG & Vector Search ·1w ago
Skills: RAG Basics90%
Google just fixed one of the biggest headaches in RAG.The Gemini API's File Search tool now supports multimodal search: query text and images in a single pipeline. No separate systems, no extra tooling. It handles chunking, embedding, and indexing automatically. Just upload and query.Two more upgrades that matter for production: 🔹 Metadata filtering — tag files with custom metadata, then filter by date range, topic, or version at query time. Less noise, faster answers. 🔹 Page-level citations — every answer traces back to the exact source page. Verifiable, trustable, and actually usable in production apps. How are you planning to use these new features? Let me know in the comments 👇 Subscribe to Analytics Vidhya for more AI updates. #GeminiFileSearch #MultimodalRAG #GeminiAPI #RAGPipeline #GoogleAI #AnalyticsVidhya
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

Zero-Trust RAG: Defeating the Shared Private Link Deadlock in Azure Terraform
Learn to overcome the shared private link deadlock in Azure Terraform using Zero-Trust RAG
Dev.to · david
Choosing the Right RAG Strategy A Complete Decision Guide to Chunking, Agentic RAG, and GraphRAG
Learn how to choose the right RAG strategy for your pipeline, including chunking, agentic RAG, and GraphRAG, to improve performance and efficiency
Dev.to · Seenivasa Ramadurai
The simplest self-hosted RAG you'll ever set up (Apache 2.0, 20K stars)
Set up a simple self-hosted RAG with MaxKB, balancing simplicity and ease of use
Dev.to · retrovirusretro
Tencent just released a RAG framework and nobody's talking about it
Tencent's WeChat team releases WeKnora, a RAG framework, as open source, which can be utilized for various applications
Dev.to · retrovirusretro
Up next
Watch this before applying for jobs as a developer.
Tech With Tim
Watch →