The fundamental difference between prokaryotes and eukaryotes is nuclear organization. Prokaryotes lack a true nucleus and membrane-bound organelles, while eukaryotes possess a well-defined nucleus with a nuclear membrane and various membrane-bound organelles like mitochondria and chloroplasts.