The sufficient conditions for a minimum of the free-final-time optimal control problem are the strengthened Legendre-Clebsch condition and the conjugate point condition. In this paper, a new approach for determining the location of the conjugate point is presented. The sweep method is used to solve the linear two-point boundary-value problem for the neighboring extermal path from a perturbed initial point to the final constraint manifold. The new approach is to solve for the final condition Lagrange multiplier perturbation and the final time perturbation simultaneously. Then, the resulting neighboring extremal control is used to write the second variation as a perfect square and obtain the conjugate point condition. Finally, two example problems are solved to illustrate the application of the sufficient conditions.