Since multipulse excited linear predictive coding was introduced several improvements to the basic multipulse coding algorithm have been suggested. The most notable of these are the inclusion of a pitch filter and amplitude reoptimisation. This paper presents an alternative to amplitude reoptimisation where not only the pulse amplitudes, but also the pulse positions are reoptimised. A comparison between position reoptimisation and amplitude reoptimisation in terms of complexity and performance is included.