MosaicML is an AI firm that focuses on creating software infrastructure and training algorithms for enhancing the effectiveness of neural networks. Their application is specifically designed to optimize machine learning models through techniques like sparsity and network pruning. This enables users to train large-scale AI models efficiently and effortlessly within their secure environments, utilizing their proprietary data.