The study outlines a novel ensemble framework merging HKELM, XGBoost, and SVR with a pelican optimization algorithm. Researchers achieved remarkable performance with low MSE and RMSLE in forecasting assistive service costs, illustrating how advanced AI techniques can enhance financial planning in healthcare.