Nowadays, piezoelectric materials have found various applications in fields like energy harvesting, precision mechanics and life sciences. In this regard organic molecules and their crystals are not explored in detail to be used as an alternative source for piezoelectric materials. Piezo‐coefficients of different H‐bond cluster were calculated. It was found that Sulfur Centered Hydrogen Bond (SCHB) complexes have the optimum hydrogen bond strength and dipole moment derivative for achieving maximum piezo‐response among the systems studied. Moreover, the computed piezo‐coefficient of Thiophenol‐nitrobenzene (SPH‐NBz) dimer was found to be 24.9 pm/V, greater than that of 2‐methyl‐4‐nitroaniline (14 pm/V), the organic crystal with the largest known piezoelectric response. A linear correlation between piezo‐coefficient and dipole moment/polarizability was established, suggesting that both dipole moment and polarizability of H‐bonded systems need to be considered carefully while designing high piezo materials. Keeping in mind the ubiquity of hydrogen bonds in chemistry, materials and biological systems, the present work emphasizes SCHB complexes to be considered and explored as efficient organic piezomaterials.