1、December 2024 451 Research 2025 PreviewThis report highlights the key topics we expect to be prominent in 2025 in the data,AI and analytics space.While generative AI remains a predominant theme,for the technology to succeed,preexisting issues must be resolved around data management,data operationali

2、zation,machine learning operationalization and other infrastructure-related tasks.To learn more or to request a demo,visit Marsh,Research Director,Workforce Productivity&Collaboration and Data,AI&AnalyticsPaige Bartley,Senior Research Analyst,Data,AI&AnalyticsJames Curtis,Senior Research Analyst,Dat

3、a,AI&AnalyticsMelissa Incera,Research Analyst,Data,AI&AnalyticsAlexander Johnston,Senior Research Analyst,Data,AI&AnalyticsKrishna Roy,Senior Research Analyst,Data,AI&Analytics2025 Trends in Data,AI&Analytics of contentsExecutive summary 3Introduction 3About this report 3The Take 4Trends we anticipa

4、te in 2025 4Trend 1:ROI pressure will increase for GenAI as costs mount 4Trend 2:Rich media generation will find its niche 5Figure 1:Purchase or development of GenAI capabilities to create outputs 5Trend 3:AI governance will be business-critical 6Trend 4:Agentic AI will rise in importance 6Trend 5:G

5、overnance will be required for expanding agentic AI architectures 7Figure 2:Slim majority of organizations using AI are engaging in AI governance practices/initiatives 7Trend 6:Inferencing efficiency will become an industrywide pursuit 8Figure 3:Inferencing is becoming more demanding for organizatio

6、ns 8Trend 7:Models become more specialized and domain-specific 9Trend 8:Synthetic data practices mature in the era of GenAI 9Trend 9:Unstructured content will experience a reckoning for privacy and security 10Figure 4:Reliance on archive storage for sourcing data to build models 10Trend 10:GenAIOps