Mural paintings survive from both the earlier and later groups of caves. Several fragments of murals preserved from the earlier caves (Caves 10 and 11) are effectively unique survivals of ancient painting in India from this period, and "show that by Sātavāhana times, if not earlier, the Indian painters had mastered an easy and fluent naturalistic style, dealing with large groups of people in a manner comparable to the reliefs of the Sāñcī toraņa crossbars". Some connections with the art of Gandhara can also be noted, and there is evidence of a shared artistic idiom.