The adaptive time allocation algorithm should provide the greatest advantage when two conditions are met: there is a sampling issue which is restricted to a few windows, and the timescale of the sampling issue is not dramatically longer than a typical λ simulation. This would mean that the default equal-time allocation would be a poor choice, and that the uncertainty could be affordably reduced with additional sampling of problematic windows.