We’ve used a product called AllDown for a few years now and are happy with the results. AllDown is non-selective. It kills what you spray it on, does not build up in the soil and is exempt from the Federal EPA.
This PDF compares it to synthetic herbicides.
You can order it from www.groworganic.com