They claim API compatibility with standard scikit-learn. If that’s true, you can optionally run with sklearnx, or not, without any rewriting of code. Sounds fair to me.

Intel has done similar work before in the C/Fortran world; see BLAS, LAPACK, and FFTW vs MKL.