Confidence among builders improved modestly to close the year, with cost pressures and buyer affordability shaping the outlook ahead.

Slower winter demand and year-end sales targets often lead builders to offer added incentives, especially on quick move-in homes.

Lower rates are tempting, but experts say aggressive pitches, upfront fees and “too good to be true” promises should raise concern.