AMD Ryzen AI Max+ and NVIDIA RTX Pro 6000 represent two different approaches for On-Premise AI infrastructure: integrated all-in-one solutions (AMD) versus high-performance dedicated GPUs (NVIDIA). These options cover the spectrum from cost-effective deployments to maximum performance scenarios. Other hardware exists, but these represent the most common and best-supported options for enterprise LLM deployments.