Harnessing the Interplay Between Data and Generative AI

Executive Snapshot

• Figure: Executive Snapshot: Interplay Between Data and GenAI

Situation Overview

• Figure: Approach to Generative AI

• Figure: Barriers to Using Generative AI

• Data Strategy for GenAI Initiatives: Goals and Components

• Data Architecture

• Data Management

• Data Architecture Decisions for GenAI Initiatives

• Augmenting Training Data with Synthetic Samples

• Development of Data Pipelines to Connect GenAI Models to High-Quality Data Sources

• ETL for LLM Applications

• Data Cleaning

• Use of Vector Databases to Store and Retrieve Embeddings

• RAG Architecture

• Figure: RAG Process

• Prompt Libraries

• Unlocking Insights from SQL-Based Data Sources (e.g., Relational Database, Data Lakes, Data Warehouses) Using GenAI

• Figure: Answering Questions Against SQL-Based Data Sources

• Steps to Building an Actionable Data Strategy for GenAI Initiatives

• Prepare a Proposal

• Build a Team

• Who Builds a Data Strategy?

• Data Engineers

• Data Scientists

• Data Analysts

• Business Managers

• Prompt Engineers

• Optimize Your Data Architecture

Advice for the Technology Buyer

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• Related Research

• Synopsis