Price Elasticity - xgb predictions

I'm using xgboost for modeling units sold of products on pricing + other factors. There is a phenomenon that once the reduction in price crosses a threshold the units sold increase by 200-300 percent. Unfortunately xgboost is not able to capture this sudden increase and severely underpredicts. Any ideas?

datascience elasticity ideas modeling predictions price pricing products threshold units xgboost