It is generally safe to leave a kettle tea machine unattended, especially if it has an automatic shut-off feature. However, it's always recommended to follow the manufacturer's instructions and safety guidelines. Avoid leaving a tea machine boiling for an extended period and ensure it is placed on a stable surface away from any flammable materials.