Not so. The original Prius only moved a few feet on battery only before the engine starts. The main idea is not to have the engine idling when not needed. And creeping in heavy traffic.
It is why they were only more economical at very low speeds in heavy traffic. In light traffic they can use more fuel than an equivalent petrol only car. And if driven hard with a full load on the open road can be rather worse.