Building on that clean canvas, we introduced flexible, color-coded entity chips: Condition, Observation, Medication, and more, paired with instant KPIs for patient count, age, and gender. Every query adds to a running Populations History to retrace analytical steps, and contextual “Research Companion” cards surface AI-generated insights exactly where they're needed, without forcing users to jump between views.