Sorry, that is not enough information to go on because “you think” it is not using the GPU. You can monitor your GPU usage with something like nvidia-smi or your task manager. Furthermore, trying this for one single item will probably not yield you a big difference either if you include the model loading in the timing because that is the slowest part for a single item.
We will need more information  and a more thorough investigation on your part.