You can wrap the chip in a Transform widget and scale it as follows:
Transform(
transform: new Matrix4.identity()..scale(0.8),
child: new Chip(
label: new Text(
"Chip",
overflow: TextOverflow.ellipsis,
style: new TextStyle(color: Colors.white),
),
backgroundColor: const Color(0xFFa3bdc4),
),
),