打造成功的Gen AI数据驱动型企业

Investment Rating - The report indicates a strong investment interest in Generative AI (Gen AI), with 80% of global organizations increasing their investment in Gen AI from the previous year [38]. Core Insights - Generative AI is recognized as a significant accelerator for innovation and revenue growth, with 91% of organizations experimenting with or investing in Gen AI, and 88% planning to focus on AI, including Gen AI, in the next 12 to 18 months [17]. - A data-powered enterprise is essential for leveraging Gen AI effectively, requiring a solid foundation of clean, accurate, and usable data to deliver meaningful results [18]. - Organizations face challenges in scaling Gen AI initiatives due to issues with data quality, governance, and management practices, which impede the extraction of significant value from investments [22]. Summary by Sections Data Management and Governance - Organizations must identify all datasets, deploy data-powered practices, and nurture required data and AI skills to democratize access to data and decision-making [20]. - The report highlights that only 54% of data executives are aware of the necessary data foundations to succeed in the AI era [11]. - Data quality issues often arise from unstructured data and siloed systems, making it challenging to analyze and generate insights [40]. Generative AI Implementation - The report emphasizes the importance of creating a clear, shared enterprise-wide data taxonomy and strong data security and compliance policies to drive results [41]. - Capgemini RAISE, in partnership with Databricks and Informatica, provides a solution to address data complexity, trust readiness, and scalability for Gen AI projects [29]. Business Impact - The report notes that the number of leaders who believe their organization is capitalizing on data has doubled since 2020, reaching two-thirds in 2024 [24]. - Organizations that successfully implement Gen AI can achieve operational efficiencies, new revenue opportunities, and business-model innovation [20].