A new method has been developed to price complex financial options that can be exercised early. This method is particularly useful for options with multiple exercise dates. The algorithm provides accurate estimates and confidence intervals, improving as more computational effort is put in. Computational tests show that this method works well for pricing high-dimensional American options.