Besides performance benchmarking, we sought to investigate the effect of increasing the search depth on the number of synthesis routes found. Naturally, one would expect that synthesis routes found at higher search depth values would be identical to or be the extensions of those identified at lower values (see section "Identical and Extended Synthesis Routes". However, as we will show it later in Figure , the SynGPS algorithm rejected routes at higher search depth values, which seemed somewhat counter intuitive.