I've passed through Beaune a couple of times, but I don't recall ever eating there.

There are seven Michelin Bib Gourmand - I've never struck out at one of those - eight one star and one three stars restaurants in the area (click on "Refine" for locations and details).

Make sure to visit the 15th century hospital, The Hospices de Beaune.