Operationalizing GenAI and AI at Scale for Enterprises eBook
This eBook explores the significant challenges enterprises encounter when operationalizing Generative AI (GenAI) and AI systems at scale in production environments, including issues like unpredictable scaling demands, high infrastructure costs, security vulnerabilities, and model drift.
Overview
This eBook explores the significant challenges enterprises encounter when operationalizing Generative AI (GenAI) and AI systems at scale in production environments, including issues like unpredictable scaling demands, high infrastructure costs, security vulnerabilities, and model drift. It details how traditional IT operations often lack the AI-specific tooling and processes needed to manage these complexities effectively. The document provides practical strategies for overcoming these challenges, emphasizing the need for purpose-built operational models that integrate reliability, comprehensive observability, and robust security measures, drawing on insights from Hitachi Digital Services.