The NVIDIA RTX 4000 Ada Generation is the objective winner, securing nine out of fourteen total specification categories. Its most significant advantage over the NVIDIA RTX 2080 is its FP32 performance, which is 165% better. While the older card maintains a lead in specific architectural counts, the newer model demonstrates a clear technical superiority across the majority of measured metrics, establishing it as the more capable hardware option for high-performance computing tasks.

Users prioritizing raw FP32 performance should select the NVIDIA RTX 4000 Ada Generation to leverage its substantial lead in that category. Conversely, the NVIDIA RTX 2080 remains a viable choice for those who specifically require the 92% advantage in Tensor Core capacity provided by its architecture. Your final decision should depend on whether your workload demands the superior general processing power of the newer card or the specialized core density found in the older model.