Abstract: A device may receive workflow data identifying an automation request, and may request jobs for the workflow data. The device may receive encrypted jobs based on the request for the jobs, and may determine whether encryption keys for the encrypted jobs are valid. The device may determine whether workflow portions for the encrypted jobs are valid, and may determine whether to allow or deny each of the encrypted jobs based on whether the encryption keys and the workflow portions are valid. The device may execute the encrypted jobs determined to be allowed, to generate execution results, and may forgo execution of the encrypted jobs determined to be denied. The device may process the execution results and the encrypted jobs determined to be denied, with a machine learning model, to predict a final result for the automation request, and may perform actions based on the final result.