Stochastic Quantum Signal Processing integrates randomized compiling into quantum signal processing to achieve quadratic error suppression (ϵ → O(ϵ²)), reducing query complexity by nearly half across multiple quantum algorithms including Hamiltonian simulation, phase estimation, ground state preparation, and matrix inversion.