What stitches are you talking about? Are you making them from a sewing machine or an embroidery machine?
For my Janome MC6600 - I just used a double layer of fabric and didn't need a stabilizer. If I was going to do it for my embroidery machine I would find a medium stabilizer, most of it could be done with a light cut away stabilizer.