This paper and presentation discuss past and present experiences with membrane plant operational assistance, including plant start-up and guidance, data normalization and evaluation, troubleshooting, process optimization, membrane cleaning assessment and optimization, membrane replacement, pilot testing, and energy savings optimization, among others.