I am working as part of a collaboration with both synthetic organic and theoretical chemists to build a framework for rapidly screening and confirming the efficacy of predicted photochemical reactions. This involves quickly establishing common excited state structures using advanced computational techniques and directly computing their spectral signatures. This generates an assay of potential chemical reactions which are then validated on the order of minutes using rapid ultrafast molecular spectroscopy.