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

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

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