Techniques for process execution trend prediction and visualization are disclosed. The disclosed system receives a process execution request to be executed on a set of targets. The request may include request characteristics, such as a request type and computations to be performed during execution. The system analyzes the request characteristics to determine the computations to execute and for initiates request execution on the targets. Based on the analysis, the system generates predictions regarding the execution, including an estimated completion time. During execution, the system displays various attributes of the execution in a dynamically updating visualization. The system also provides real-time recommendations on how the process can be optimized, such as to reduce execution time and errors.