Prompt 1 -"Provide all information that is useful towards identifying an organic compound, but do not include any introductions, comments, summaries, or predictions of what the compound is." Generation times were obtained using a digital stop watch were also recorded for each of the 13 3.5 Sonnet experiments, as shown in Table . The same process for each of the 13 experiments was also performed using ChatGPT-4o, as shown in Table . Spectral text responses from these two models were judged along with the original image for ScholarGPT comparisons with the following prompt, available as a supplementary.