CNN computing time on good CPU vs cheap GPU
According to this guy, he got a 15x increase from Intel i7 to GeForce 1070.

You also may consider using AWS. You can use a machine 100x as powerful (as a single 1070) and your employer may find it attractive because the upfront sunk cost is zero.