In the non-pipeline approaches, the random approach gives a lower mean Δabins and performs better in avoiding prioritizing duplicate conformers compared to the every n th approach. However, the every n th approach, particularly the ascent approach (n=1), gives a better chance of obtaining the global minimum with fewer re-optimizations. Increasing the n value reduces the global minimum test performance but improves the bins test performance.