Building an enterprise AI benchmark changed how I evaluate AI

I spent the early part of my career building database systems, managing Oracle’s storage engine group and later helping build Aster Data. That work taught me to watch the gap between benchmark results and production behavior. When the Transaction Processing Performance Council (TPC) was formed in 1988, it was because vendors, customers and researchers lacked a common language for comparing transaction systems.