We present a systematic ab initio investigation of the longitudinal and transverse spin relaxation times of magnetic single adatoms deposited on metallic substrates. Our analysis based on time-dependent density functional theory shows that the longitudinal time, , is of order femtosecond while the transverse time, , is of order picosecond, i.e. . This comes as a consequence of the different energy scales of the corresponding processes: involves spin-density excitations of order eV, while is governed by atomic spin-excitations of order meV. Comparison to available inelastic scanning tunneling spectroscopy experimental curves shows that the order of magnitude of agrees well with our results. Regarding , the time scale calculated here is several orders of magnitude faster than what has been measured up to now; we therefore propose that an ultrafast laser pulse measuring technique is required in order to access the ultrafast spin-dynamics described in this work.

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