The key feature that distinguishes quantum computing from classical computing is the use of qubits instead of traditional bits. Qubits can exist in multiple states simultaneously (superposition), allowing quantum computers to solve complex problems at speeds unattainable by classical computers. This capability enhances processing power for tasks like cryptography, optimization, and material science, which can be revolutionized by quantum algorithms that make use of quantum entanglement and parallelism.