Qwak (now JFrog ML) offers a unified environment to build, deploy, and monitor both generative AI and traditional machine learning models. The platform simplifies complex workflows with features like automated scaling, model versioning, and performance monitoring. Designed for engineering teams, it reduces time-to-market while ensuring reliability. Supports LLM fine-tuning, batch processing, and real-time inference across cloud and hybrid environments.