ParamILS is a sophisticated tuning method able to provide valuable information for designers and manage conditional parameters. EvoCa is a recently proposed tuner which does not require a fine definition of the initial parameters values. In this work, we propose a collaborative framework between EvoCa and ParamILS to generate quality calibrations without requiring expertise to define a proper initial set-up. Results show that our collaborative approach is able to find good calibrations.