Error estimators were studied for hyperbolic moment models in simulating rarefied gases. New models have improved stability and can adapt the number of moments used. Previous attempts were reviewed, and three new error estimators were proposed. These estimators were tested in a shock tube scenario, showing that the size of the last moment and deviation from equilibrium are good indicators of errors.