Systems and methods for message management in localized networks

A method performed by a message management system comprising a processor and a memory, the message management system in data communication with a plurality of client devices, the method comprising:

• collecting user information from the plurality of client devices;
• generating a predictive model, wherein the predictive model is a machine learning model trained on a training dataset;
• applying the predictive model to the user information to generate a broadcast message, wherein the broadcast message solicits message requests for entry into a bidding process associated with an event in a network service area and a bidding timeframe;
• transmitting the broadcast message over a network;
• receiving message requests for the event during the bidding timeframe;
• selecting one of the message requests from a selected requestor, wherein the selection of one of the message requests is made after an expiration of the bidding timeframe;
• and
• receiving an event message from the selected requestor.

A computer readable non-transitory medium comprising compute-executable instructions that are executed on a processor and comprising the steps of:

• collecting user information from the plurality of client devices;
• generating a predictive model, wherein the predictive model is a machine learning model trained on a training dataset;
• applying the predictive model to the user information to generate a broadcast message, wherein the broadcast message solicits message requests for entry into a bidding process associated with an event in a network service area and a bidding timeframe;
• transmitting the broadcast message over a network;
• receiving message requests for the event during the bidding timeframe;
• selecting one of the message requests from a selected requestor, wherein the selection of one of the message requests is made after an expiration of the bidding timeframe;
• and
• receiving an event message from the selected requestor.