E-nose guided determination of frying disposal time of sunflower oil was performed. Fuzzy logic analysis was performed to screen and rank e-nose sensors. Good correlation was obtained between chemical indices of rancidity and odor index. Frying disposal time of 15.2 h (TPC) vs. 15.8 h (e-nose) was determined. Demonstrated methodology allowed direct estimation of chemical indices using e-nose.