By identifying particular functional groups or substructures that lead to drastically different geometrically optimized conformers, we will have identified a portion of chemical space that is inconsistently parameterized by the gamut of force fields studied, and thus is likely to be inaccurately described by at least some of these force fields. In the future, these molecules could be prioritized when training new force fields through inclusion in QM reference calculations or searches for new experimental data.