The petrochemical industry emits large amounts of nitrogen oxides (NOx). It is the second source of volatile organic compounds (VOCs), which, through photochemical reactions, can form tropospheric ozone (O3) and, together with geographic and meteorological conditions, determine pollution's spatial and temporal behavior. The objective of this study is to assess the influence of air pollutants NOx, NO2, and NO, as well as meteorological factors, on O3 concentration levels in the city of Cadereyta, Nuevo Leon, which is characterized by its petrochemical industry as part of the metropolitan area of Monterrey, Mexico. The data were analyzed using the Spearman correlation coefficient, identifying a weak to moderate negative association between NOx and NO2 with O3 in the spring season and a null relationship in the summer. However, the fall and winter seasons observed a moderate to strong negative relationship. Subsequently, a multiple linear regression analysis determined the influence of air pollutants NOx, NO2, and NO, as well as meteorological factors, on O3 concentration levels. In this sense, when the concentration levels of NOx and NO2 decrease, the concentration of O3 will increase proportionally according to the year's season. The prediction model obtains a coefficient of determination (R2) of 0.61 and a value in the root-mean-square error (RMSE) metric of 0.0107 ppm. In the prediction model, all variables presented a significant effect on the interpretation of the dependent variable, and the independent variables that provided the most significance in the variation in the concentration levels of O3 were NOx and NO2.