I went this route as well and got me a metric bolt and cut off the head.
Theoretically it should work fine, but in my case, my drill was not all that strong, and couldn't handle the workload. I nearly burned it up. I have reverted back to using the handle until I get a better drill.
On Tap: Backporch IPA, Rosemary Pale Ale