The simplex method is an easy algorithm that let us find the optimal solution to any LP.

To find a starting vertex we can use the AP (Auxiliary Problem): We take the matrix and variables from the original problem and we add new variables (same dimension as ). The AP is defined as follows:
Then we have that:
- If the optimal solution of the AP is : then we have that is a vertex of the original problem.
- If the optimal solution of the AP is : then the original problem is unfeasible.