Automatic generation and provisioning of notification data to dynamically selected network-connected devices

Abstract

The disclosed embodiments include computer-implemented systems, apparatuses, and processes that automatically generate and provision notification data to a dynamically selected set of network-connected devices operating within a computing environment. For example, an apparatus receives a first signal including first information identifying first data exchanges initiated during a first temporal interval and compute, based on an application of a machine learning process or an artificial intelligence process to the first information, an expected value of a parameter of the first data exchanges during a second temporal interval. When the expected parameter value is inconsistent with a target parameter value, the apparatus loads, second information characterizing a second data exchange capable of initiation during the second temporal interval, and generates and transmits a second signal to a client device disposed that is disposed proximate to a predetermined geographic position and that exhibits a first device characteristic associated with the second data exchange.