It really depends on the site.
TeeFury uses their own shirts and they're thicker but not soft textured. TheYetee uses Gilden shirts. Not sure what Qwertee uses, but their shirts are semi-fitted and they seem like a nice in middle ground between TeeFury and TheYetee.