Predictive System for Request Approval

A machine-readable storage device having instructions for execution by a processor of a machine to cause the processor to perform operations to perform a method of predicting a disposition of requests, the operations comprising:

• receiving a text-based request from a first entity for approval by a second entity-based compliance with a set of rules;
• converting the text-based request to create a machine compatible converted input having multiple features;
• providing the converted input to a trained machine learning model that has been trained based on a training set of historical converted requests by the first entity;
• and
• receiving a prediction of approval by the second entity from the trained machine learning model along with a probability that the prediction is correct.

A device comprising:

• a processor;
• and
• a memory device coupled to the processor and having a program stored thereon for execution by the processor to perform operation to perform a method of predicting a disposition of requests, the operations comprising:
• receiving a text-based request from a first entity for approval by a second entity-based compliance with a set of rules;
• converting the text-based request to create a machine compatible converted input having multiple features;
• providing the converted input to a trained machine learning model that has been trained based on a training set of historical converted requests by the first entity;
• and
• receiving a prediction of approval by the second entity from the trained machine learning model along with a probability that the prediction is correct.