Results for models in this section had to be re-run later in the day due to processing errors or erroneous outputs. o1-preview was also re-run later in the day, but did not experience processing errors that the other models did; and its first run is included as an extra generation in Supplementary SIIin. The overall results are similar to the extracellular metabolite findings in that the advanced processing of o1-preview allowed it to maintain effectiveness with additional input data and provide advanced reasoning on a consistent basis. In cases where the full metabolite tables were condensed, the reasoning behind why using LLMs or other authors' methods was at times more helpful. Therefore, it was proven in this work that the advanced AI model o1-preview was able to provide forecasts and predict breakthroughs for a 101 metabolite 4-day kinetic table.