Pruna AI is a startup focused on optimizing AI models for machine learning teams. Their AI Optimization Engine simplifies scalable inference, making AI models smaller and faster. The company offers a compression engine that requires minimal re-engineering, is flexible, secure, and designed for real-world deployment. They claim to provide 2x to 20x efficiency gains, making models cheaper, faster, and more environmentally friendly.