BentoML provides tools to turn any AI/ML model inference script into a REST API server with minimal code. It handles dependency management, Docker image generation, and deployment reproducibility through simple config files. The framework includes built-in serving optimizations such as dynamic batching and model parallelism to maximize CPU and GPU utilization for high-performance inference workloads.