Nonionic surfactants have drawn tremendous attention for micellar solubilization, sustained release of the drug, encapsulation of pharmaceutically active ingredients, and permeabilization due to their distinct physicochemical characteristics. Concise solubility investigations are required for the appropriate selection of nonionic surfactant that is to be used for a formulation. In the present research, a cluster of micelles was developed that relies on trapping and stabilizing piracetam by balancing the hydrophilic and hydrophobic forces of nonionic surfactants. Tween 80 and Triton-X 100 and a mixture of these surfactants were used to clarify the drug-surfactant interaction in an aqueous and micellar medium. The interaction was investigated in premicellar, micellar, and post-micellar regions by using UV/Visible spectroscopy. Spectroscopic parameters were calculated to determine the degree of solubilization in terms of the partition coefficient (Kx), binding constant (Kb), and their respective energies in terms of Gibbs free energy of partition (ΔGp) and Gibbs free energy of binding (ΔGb) for piracetam. The solubilization of piracetam is enhanced by mixing an adequate amount of both nonionic surfactants. The obtained results demonstrated that solubilization is spontaneous and entropically favorable and the cluster of micelles in both single and mixed micellar mediums are stable due to the presence of a much more hydrophobic and hydrophilic culture which provides a synergistic link between the two surfactants.