The Latent AI Efficient Inference Platform (LEIP) is a modular, fully-integrated workflow designed to harmonize the end-to-end workspace between AI scientists and embedded software engineers. The LEIP software development kit (SDK) enables developers to train, quantize and deploy efficient deep neural networks. Its modular architecture enables the platform to be expanded to incorporate new functionality to meet the current and future needs of an evolving edge AI market.