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

📰 AWS Machine Learning

Learn how Vanguard built their Virtual Analyst solution using 8 guiding principles of AI-ready data to achieve measurable business outcomes

intermediate Published 29 Apr 2026

Action Steps

Identify the 8 guiding principles of AI-ready data
Assess current data infrastructure using AWS services
Design a Virtual Analyst solution tailored to business needs
Implement data pipelines using AWS
Configure data storage and processing for AI workloads
Test and validate AI model performance

Who Needs to Know This

Data scientists and engineers on a team can benefit from this article to learn how to build AI-ready data, while product managers can understand the business outcomes of such a solution

Key Insight

💡 AI-ready data is crucial for building successful AI solutions like Virtual Analyst