US Patent 11236610 Apparatus and methods to manage wellbore fluid properties

A corrective product addition treatment or surface treatment to a wellbore fluid is based on performing an artificial intelligence technique and/or a closed form solution with respect to one or more fluid properties. Pilot testing and operational testing to operatively dose a fluid at a drilling site may be integrated into the corrective product addition treatment or surface treatment to a wellbore fluid.