Doug, I can recommend an excellent B&B,
Bernafay Wood B&B, Somme
Personally, I would recommend visiting the Somme battlefields on bicycle, as the distances are small and the forests (woods) which you can cycle through are still filled with trenches and shell holes. A car sort of alienates one from the place.