Darwin AI is a technology company that specializes in providing AI-driven solutions, particularly in the area of deep learning optimization. Their platform leverages proprietary techniques to enhance the efficiency and performance of neural networks, making them more suitable for deployment on edge devices and other resource-constrained environments. The company is geared towards sectors such as manufacturing, healthcare, and autonomous systems, offering tools that facilitate the development, quantization, and deployment of sophisticated machine learning models.