Google Gemini

## What tools does Google Cloud's Vertex AI provide for building, scaling, and managing Gemini-based generative AI applications?

## Overview Google Cloud's Vertex AI provides a comprehensive and integrated toolchain designed to support the end-to-end lifecycle of building, scaling, and managing generative AI applications. ## Key Features For the initial Build phase, Vertex AI offers Vertex AI Studio, Gemini Code Assist, and the Model Garden. ## Technical Specifications For the Scale phase, Vertex AI provides the Vertex AI API and SDKs for serving Gemini models in production. ## How It Works To build applications that require grounding in enterprise-specific data, Vertex AI Search and Agent Builder offer managed services for RAG. ## Use Cases For the Manage phase, Vertex AI includes Pipelines, Model Registry, and Model Monitoring. ## Limitations and Requirements The platform operates on a consumption-based pricing model. ## Comparison to Alternatives ## Summary In conclusion, Google Cloud's Vertex AI offers an integrated set of tools that cover the entire generative AI application lifecycle.