Most of the open weight models are can be used on device: https://orcabot.com/benchmarks/open-weight-tts

there is a good progress on on-devise models, but not ready for production yet to fit in devices. But as soon as there is are some good results, we are going to benchmark them and put in https://benchmarks.speko.ai/