This article explores how three federal agencies are trying to tap the creativity of the marketplace to develop a new breed of portable, light-weight, inexpensive sensors to better understand how individuals are affected by air pollution. Called the "My Air, My Health" Challenge, it is currently open to Solvers on InnoCentive.com.