Large single crystals of the compound LaBO2MoO4, undoped and doped with Nd3+ ions, were grown. Their multi-wavelength Stokes and anti-Stokes picosecond generation, nonlinear-laser effects, and neodymium IR luminescence were investigated. We classify these crystals as a promising material for Raman frequency converters and gain medium for solid-state lasers.