Quantum computing stocks like IonQ, Rigetti Computing, D-Wave Quantum, and Quantum Computing Inc. have seen massive gains, outshining AI stocks. These specialized computers can tackle complex problems faster than traditional ones, with applications in drug development and AI algorithms.