In this Executive Update, the authors describe a system using AI technologies to automate data extraction to any one of many structured formats. The system performs minimal manual annotations to capture the semantics of specific sections for any particular document template. The authors highlight the business drivers behind such a system, describe the architecture of the system, show how the system performs compared to human-assisted analysis, and showcase examples of documents processed. In addition, they cover some difficulties around this process and share details about the neural network architecture they use to achieve high accuracy.