Deepgram is a foundational AI company whose primary goal is to discover, develop, and apply frontier technologies in machine learning to the real world. Their main product is a Speech-to-Text API that utilizes deep neural networks. The origins of Deepgram can be traced back to their early use of PyTorch as a framework for handling massive amounts of intense calculations efficiently. PyTorch has been especially useful for automated and manual model training, allowing the company to develop impressive ASR and NLU models.