We propose the fast and highly accurate novel algorithm Pankov for Probabilistic Sankoff-like simultaneous alignment and folding of RNAs inspired by Markov chains. Pankov speed-up RNA alignment and folding without compromising the loop-based free energy model of the Sankoff’s algorithm.