A hybrid model captured value as seats fell.
NRR had slid from 118% to 102% as AI automated pipeline and forecasting work and seat counts dropped at renewal. We designed a per-seat base plus an AI-usage tier and modelled the NRR impact. Trajectory reversed and stabilised at 110% within two quarters.