Colloidal catalysts are typically prepared via the reduction of metal salts in the presence of stabilizing agents. Common methods include chemical reduction, where a reducing agent like sodium borohydride is used, and thermal decomposition of organometallic compounds. The stabilizing agents, often polymers or surfactants, prevent the agglomeration of particles, ensuring a high surface area which is essential for catalytic activity.