In the present work we explore three different approaches for the computation of the one-bond spin-spin coupling constants (SSCC) 1 J CαH in proteins: DFT calculation, Karplus-like equation and Gaussian Process regression. The main motivation of this work is to select the best method for a fast and accurate computation of the 1 J CαH SSCC, for its use on everyday applications in protein structure validation, refinement and/or determination. Our initial results showed a poor agreement between the DFT computed and observed 1 J CαH SSCC values. Further analysis lead us to the understanding that the model chosen for the DFT computations is inappropriate, and that more complex models will requiere a higher if not prohibitively computational cost. Finally, we show that Karplus-like equation and Gaussian Process regression provide faster and more accurate results than DFT-based calculations.