Recent lattice QCD results on the hadron spectroscopy with beauty and charm quarks are reviewed. The focus of the review is exotic hadrons, while non-lattice approaches and conventional hadrons are reported as well. We discuss the recently discovered Ω * c , a charmonium state with spin three, P c pentaquarks, B c (2S) and Λ * b , the long-standing challenges for theory Z c , Z b and X(3872), and we review predictions for yet undiscovered states bbqq,bbbb, highly excited and hybridbb, baryons with bottom quarks and still-missing B s mesons.