Autreville is located 3 km south by southeast of Chauny and 20 km east of Noyon. It can be accessed by the D937 road coming south from Chauny through the heart of the commune and the village and continuing south to Pierremande. The D6 road goes west from the D937 north of the village to Manicamp and the D7 goes east from the D937 to Sinceny. The urban area of Sinceny extends west into the commune in the north. Apart from the urban areas and small forests in the north, west, and south, the commune is entirely farmland.[3]
The Oise river passes to the north of the commune and the Canal Saint-Lazare branches off it and through the north of the commune. The Ruisseau de Marizelle forms the northern border of the commune passing under the canal.[3]
