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Building AI-ready data: Vanguard’s Virtual Analyst journey

aws.amazon.com·Apr 29, 2026

Vanguard faced challenges with complex data queries requiring SQL expertise, leading them to develop the Virtual Analyst solution using AWS services to create an AI-ready data infrastructure. By focusing on collaboration and implementing eight guiding principles for data management, they achieved significant improvements in data access, reduced query response times, and enhanced overall analytics capabilities.

The key insight for you is that Vanguard's implementation of the Virtual Analyst highlights the crucial role of AI-ready data infrastructure in deploying effective conversational AI solutions. By focusing on clear data governance, a unified metadata catalog, and a semantic layer, Vanguard was able to reduce time-to-insight and empower business users to access data independently. This approach underscores the importance of robust data architecture in leveraging AI capabilities for enterprise-scale applications.

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