Fieldable panels panes - add a default category when creating
Currently it's not possible to assign a category in hook_entity_info_alter. See feature request https://www.drupal.org/node/2149989

To achieve this, couldn't you just fill the category form field, using hook_form_alter in a custom module, like in my other answer?