When choosing a thermometer app, consider factors such as accuracy, features, user interface, data security, and compatibility. Look for apps with a reputation for accuracy, functionalities that align with your needs (such as weather integration or health monitoring), intuitive user interface, strong data privacy measures, and compatibility with your smartphones operating system.