This paper presents the first part of an evaluation of an algorithm developed for the joint retrieval of surface reflectance and aerosol properties using PROBA-V observations. The algorithm performance is assessed using various pseudo-invariant calibration sites and comparison with reference datasets. The retrieval accuracy and uncertainties are analyzed under different observation geometries and atmospheric conditions.