Pani's AI powers Guide and Consult level features in reverse-osmosis treatment facilities. In desalination, membrane life extension, cleanings, replacements and performance are both monitored and forecasted. In addition energy costs are monitored and reduced through direction of the AI-Coach as it analyzes trade-offs between membrane life / performance and energy to get the maximum efficiency from operations.