The filling solutions shown below can all be purchased in a colour that dries with a white filler finish.
Filltite Fill & Finish Decorators Caulk
Low cost decorators caulk for quickly filling indoor gaps and cracks prior to painting. ideal for use on low-movement joints like window frames and skirting boards.