The Crippen logP model was used to reveal problematic behaviur of two XAI methods suggested for molecules; the dummy atom approach for fingerprints and the "remove an atom" approach for GC-NNs . At first sight both methods seem to be reasonable ways of "removing an atom", demonstrating the importance of having quantitative regression benchmarks for XAI revealing unforeseen problems.