Building AI-ready data: Vanguard’s Virtual Analyst journey
Amazon AWS AI Blog / 4/29/2026
💬 OpinionDeveloper Stack & InfrastructureIdeas & Deep AnalysisTools & Practical Usage
Key Points
- Vanguard explains how it built its “Virtual Analyst” solution by applying eight guiding principles for creating AI-ready data.
- The post outlines the AWS services used to implement the system, connecting data foundations with the analytics/AI workflow.
- It highlights measurable business outcomes achieved after deploying the solution, linking AI-readiness to real performance gains.
- The article is structured as an educational guide, aiming to help readers replicate similar AI-ready data practices for their own use cases.
In this post, you'll learn how Vanguard built their Virtual Analyst solution by focusing on eight guiding principles of AI-ready data, the AWS services that powered their implementation, and the measurable business outcomes they achieved.


