Researchers from the Universidad de Santiago de Chile and the University of Notre Dame, working with machine learning, have devised a method to identify organic compounds based on the refractive index at a single optical wavelength. The technique could have research and industrial applications for automated chemical analysis that is cheaper, safer and requires less expertise to operate.