The water should be close to the boiling point, but not reaching it, because once it is boiled, it will lose its distinct taste and be free of many micronutrients, that are essential for your well-being.
If you do not have a thermometer on your kettle, wait until the first fumes of smoke appear together with the roaring sound. Do not wait until electric kettles turn off automatically.