I used to have a good experience with py2exe in the past. We used it in production, to deliver exes to end users.

Because it looks abandoned nowadays, I've tried pyinstaller recently. It worked OK, too; the only thing that was slightly annoying was pulling in the Windows 8/2012 (api-ms-win-*) style system dlls.