The well-known benzophenone intersystem crossing from S-1(n,pi*) -> T-1(n,pi*) states, for which direct transition is forbidden by EI-Sayed rules, is reinvestigated by subpicosecond time-resolved absorption spectroscopy and effective data analysis for various excitation wavelengths and solvents. Multivariate curve resolution alternating least-squares analysis is used to perform bilinear decomposition of the time-resolved spectra into pure spectra of overlapping transient species and their associated time-dependent concentrations. The results suggest the implication of an intermediate (IS) in the relaxation process of the S, state. Therefore, a two step kinetic model, S-1 -> IS -> T-1, is successfully implemented as an additional constraint in the soft-modeling algorithm. Although this intermediate, which has a spectrum similar to the one of T-1(n,pi*) state, could be artificially induced by vibrational relaxation, it is tentatively assigned to a hot T-1(n,pi*) triplet state. Two characteristic times are reported for the transition S-1 -> IS and IS -> T-1, similar to 6.5 ps and similar to 10 ps respectively, without any influence of the solvent. Moreover, an excitation wavelength effect is discovered suggesting the participation of unrelaxed singlet states in the overall process. To go further discussing the spectroscopic relevancy of IS and to rationalize the expected involvement of the T-2(pi,pi*) state, we also investigate 4-methoxybenzophenone. For this neighboring molecule, triplet energy level is tunable through solvent polarity and a clear correlation is established between the intermediate resolved by multivariate data analysis and the presence of a T-2(pi,pi*) above the T-1(pi,pi*) triplet. It is therefore proposed that the benzophenone intermediate species is a T-1(pi,pi*) high vibrational level in interaction with T-2(pi,pi*) state.