Low-cost inline system that estimates viscosity (1,000–30,000 cP) in real time by analyzing flow signal patterns at very low flow rates. It can operate in two modes: (1) test 4 samples in parallel with automated binary formulation for Newtonian system, or (2) scale to a platform testing up to 8 samples simultaneously. Automation is support on a CNC platform. The system combines physics-based modeling with AI to enable closed-loop control and continuous process optimization.
