Systems, apparatuses, methods, and computer program products for efficiency predictions using artificial intelligence framework

A computer-implemented method comprising:

• receiving, by one or more processors, operational data associated with at least one vehicle operation;
• generating, by the one or more processors based on the operational data and using a machine learning efficiency framework, one or more initial operational efficiency reports comprising one or more efficiency-based modification parameters configured for adjusting one or more operational parameters associated with a subsequent vehicle operation;
• generating, by the one or more processors, one or more validated efficiency reports based on the one or more initial operational efficiency reports and using one or more simulation engines, wherein the one or more validated efficiency reports comprises one or more refined efficiency-based modification parameters corresponding to the one or more efficiency-based modification parameters associated with the one or more initial operational efficiency reports;
• and
• initiating, by the one or more processors, performance of one or more prediction-based actions based on the one or more validated efficiency reports, wherein the one or more prediction-based actions comprises programmatically adjusting the one or more operational parameters associated with the subsequent vehicle operation based on the one or more efficiency-based modification parameters.