In this work we have showed how simple core-shell models fail to adequately describe the micellar shape of common surfactants. The analysis of the self-assembled structure of TX-100 and C12EO10 molecules in aqueous solution shows that the nature of the hydrophobic tail group may lead to substantial changes in internal packing and consequently micellar shape.