The following case study on the excited states of AQ derivatives shall serve as a reference for the ML model performance and speed-up achievable with ArchOnML -but is, however, not meant to provide an in-depth analysis of this class of already well-studied chromophores. Thus, no additional analysis of possible conformers or potential keto-enol tautomerization was performed.