GenAI Operations: A Guide to People, Process, and Tool Requirements
This IDC Perspective focuses on the challenges related to monitoring and managing GenAI applications now that most enterprises have deployed to production. The document also discusses the evolving roles and collaboration required among IT operations, AI professionals, and other stakeholders to effectively monitor and optimize GenAI applications while addressing cost implications, governance, and security concerns.“GenAI deployments are surging, but new challenges in monitoring and managing these applications in production demand new solutions and collaborative efforts across diverse teams in the enterprise,” said Nancy Gohring, senior research director, AI, IDC. “In the coming year, best practices will evolve as will the supplier competitive landscape.”
Executive Snapshot
Situation Overview
Model Monitoring
System Performance
Quality Performance
Governance and Security
Common Model Monitoring Techniques
The Monitoring-Evaluation Life Cycle
Application Monitoring
Data Monitoring
Infrastructure Monitoring
Security Monitoring
Cost Monitoring
Collaboration Requirements
Evolving Market Dynamics
Advice for the Technology Buyer
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Related Research
Synopsis
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