Yeah, if it dries it'll be hard to scrub off.
I have to keep my tractors pretty clean, and if they are real dirty, I'll spray with soap out of a squeeze bottle then use the power washer.
On the rear, & other greasy parts, I use Gunk or something similar then power wash.