This extended abstract summarizes the findings of a user study conducted with dB , a web-based “drummer bot” designed for interactive groove-making. dB utilizes a Variational Autoencoder (VAE) to transform simple rhythmic inputs into complex drum patterns with microtiming and dynamics. We explore the interactive experiences of a diverse user base in connection with generative parameters.