We use specialized substrates with micro-fabricated pillar arrays to track the forces that the cells apply at their edges to test matrix rigidity. In this way we are able to show that forces are produced by micron-scale contractile units that pinch the matrix. Numerous components are involved in formation of these contractile units, including adhesion, cytoskeletal, and signaling proteins.