Abstract: Systems and methods for extracting parameters from invoice files are provided, including techniques to determine suppliers of invoice files using machine learning models. The system can identify an invoice file in a message, determine an analysis process, such as optical character recognition, for the invoice file based on the invoice file type, and perform an extraction process on the invoice file via a cloud computing system to extract objects from the invoice file. The system can extract invoice parameters from the objects using a first analysis process, and if the first analysis process fails to extract a predetermined set of invoice parameters, perform subsequent analysis processes to extract parameters that the first analysis process failed to extract. The system can then transmit the invoice parameters and the invoice file to a node server.

Abstract: A precision fluid dispensing system containing at least one two-piece pump and a precision closed loop controller drive system to address the small volume precision dispensing requirements of bioscience applications. A multiple diameter pump can be combined with a pump having multiple inlet and outlet ports to allow for precision multiple outlet dispenses in a single pump that finds use with microtiter plate pipetting and other precision dispensing. Inlet ports can be located on the smaller diameter of the cylinder with outlet ports on the larger diameter of the cylinder. A micro-controller with closed loop feedback provides exact linear positioning and motion of the pump piston as well as optional control of a nozzle to provide exact micro-dispensing of fluids.

Abstract: A precision fluid dispensing system containing at least one two-piece pump and a precision closed loop controller drive system to address the small volume precision dispensing requirements of bioscience applications. A multiple diameter pump can be combined with a pump having multiple inlet and outlet ports to allow for precision multiple outlet dispenses in a single pump that finds use with microtiter plate pipetting and other precision dispensing. Inlet ports can be located on the smaller diameter of the cylinder with outlet ports on the larger diameter of the cylinder. A micro-controller with closed loop feedback provides exact linear positioning and motion of the pump piston as well as optional control of a nozzle to provide exact micro-dispensing of fluids.