Tactical combinations (TCs) are two-step reaction sequences that first, in a retrosynthetic direction, complexify the target structure but, by doing so, enable significant structural simplification in subsequent steps. TCs are often hard to identify, and only a few hundred have been cataloged to date. This work shows that computers can now discover TCs having no literature precedent systematically and in large numbers, in effect unlocking new and elegant synthetic approaches.