Interestingly, the frequency of air bubble-affected HPLC experiments was higher than expected. This observation prompted us to apply the ML model for instrument validation-to assess whether the fraction of bubble-affected traces for a given instrument deviates from expected norms. Although routine qualification experiments (using known standards) ensure instrument reproducibility, their infrequent scheduling (weekly or monthly) may overlook subtle, stochastic shifts in experimental quality.