The Rise of Vector and Graph Databases in Generative AI Implementations

Executive Snapshot

• Figure: Executive Snapshot: The Rise of Vector and Graph Databases in Generative AI Implementations

Situation Overview

• Building a Robust Generative AI Ecosystem

• Expanding the Data Layer for GenAI: The Need for Multimodal Capabilities

• Build Versus Buy

• Figure: Generative AI: Build Versus Buy

• The Rise of Vector Databases

• Retrieval-Augmented Generation

• RAG Architectures Explained

• Figure: Data Preparation: Create Your Vector Database

• Figure: RAG Architecture with Embedding Model and Vector Database

• RAG Paradigms

• Advanced RAG

• Graph Databases for GenAI

Advice for the Technology Buyer

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• Related Research

• Synopsis