This article discusses using complex agent simulation to analyze business processes. We propose a set of key performance indicators (KPIs) useful for business automation. The paper visualizes business KPIs to find emergent business agent behaviors. An analysis using KPIs is presented for a multi‐agent supply chain simulation.