Dillard signed a minor league deal with the Brewers on Monday.
Dillard has spent the past three seasons at various levels within the Brewers' minor league system, having last pitched in a major league game in 2012. The 32-year-old will likely play out another year at Triple-A, where he posted a 5.50 ERA across 54.0 innings last season.