Google Gemini

## Does the Gemini API offer a managed RAG solution for grounding models in private data without complex setup?

## Overview Yes, the Gemini API offers a managed RAG solution called the File Search Tool for grounding models in private data without complex setup. ## Key Features A key feature is built-in citations via grounding_metadata. ## Technical Specifications A traditional RAG implementation requires separate vector databases, custom scripts, embedding models, and orchestration logic. ## How It Works The Gemini File Search Tool consolidates these functions into a single managed service. ## Use Cases For organizations with more advanced requirements, Google offers Vertex AI Search and the Vertex AI RAG Engine. ## Limitations and Requirements The tool primarily uses semantic search and lacks hybrid search capabilities. ## Comparison to Alternatives ## Summary In conclusion, the Gemini API provides a direct and effective managed RAG solution.