Systems and methods for generating real-time resource reduction notifications

A method, comprising:

• receiving, for a first user system, a first resource consumption during a first period of time and a first dataset having information related to the first period of time;
• training, based on the first dataset and a feature vector, a first machine learning model to cluster a plurality of user systems similar to the first user system;
• generating an expected resource consumption during the first period of time of the first user system based on resource consumption during one or more periods of time for the plurality of user systems similar to the first user system;
• processing, based on the first resource consumption, of the first user system during the first period of time, exceeding the expected resource consumption by a threshold amount, the first dataset, the first resource consumption, and the expected resource consumption using the first machine learning model to determine an action that reduces the first resource consumption;
• receiving, for the first user system, a second resource consumption during a second period of time subsequent to executing the action that reduces the first resource consumption;
• and
• generating, based on the second resource consumption being less than the first resource consumption by the threshold amount, a notification to the plurality of user systems indicating the executed action and an amount of reduction in resource consumption of the first user system.

One or more non-transitory, computer-readable media comprising instructions that, when executed by one or more processors, cause operations comprising:

• receiving, for a first user system, a first resource consumption during a first period of time and a first dataset having information related to the first period of time;
• training, based on the first dataset and a feature vector, a machine learning model to cluster a plurality of user systems similar to the first user system;
• using the machine learning model to determine the plurality of user systems similar to the first user system;
• receiving, for the first user system, a second resource consumption during a second period of time subsequent to executing an action that reduces the first resource consumption;
• and
• generating, based on the second resource consumption, of the first user system during the second period of time, being less than the first resource consumption by a threshold amount, a notification to the plurality of user systems indicating the executed action and an amount of reduction in resource consumption of the first user system.