WhisperSpeech is an open-source text-to-speech system built by inverting OpenAI Whisper, with the goal of being a powerful and commercially safe speech synthesis tool. The system uses a two-stage, token-based pipeline and has been trained on English and Polish datasets. The developers plan to add more languages and improve the model's performance. WhisperSpeech is available on GitHub and can be tested on Colab.