The present disclosure relates generally to a gaming system, device, and method supportive of an enhanced electronic gaming machine auto play mode. A gaming system, device, and method are provided that identify data associated with a set of previous gameplay sessions, the data including a set of previous gameplay decisions associated with the set of previous gameplay sessions; generate a set of playstyle models based on the set of previous gameplay decisions; and enable a gameplay mode in which a playstyle model of the set of playstyle models may be utilized to provide automated player inputs to a gameplay session.