Activity coefficients quantify the deviation of a real solution's behavior from an ideal solution, where interactions between molecules are non-ideal. They are crucial for accurately predicting concentrations and chemical potentials in various thermodynamic calculations, especially in solutions with strong intermolecular forces or high concentrations.