 The Jacobian matrix is required by many algorithms that solve the ordinary differential equations numerically, particular when the ODEs are stiff.The Hessian matrix and the adjoint are required for four-dimensional variational data assimilation (4D-Var).AutoChem documents the whole process in a set of LaTeX and PDF files.