In an attempt to balance the number of initially randomly chosen datapoints to selectively chosen datapoints it was observed that the overall sample efficiency improved when using less initial data points. Finally, the strategy was demonstrated within a real experimental study with chemical systems containing up to four buffers -connecting the optimization algorithm and a robotic platform for conducting sample preparation and fully autonomous pH adjustment.