A large multicenter trial found that a 12-week personalized exercise therapy and self-management support program produced a small but statistically significant improvement in health-related quality of life for adults with multimorbidity. The intervention was safe, but its clinical relevance remains uncertain, as only self-rated health showed a significant benefit over usual care.