They claim ~65% round trip currently and think they can improve to 75%. Not great, but polysilicon solar panels are cheap cheap cheap so charging efficiency doesn't matter much.
It's being sold as a complementary solution to more efficient LFP cells (for evening peak shifting), and as an alternative to pumped hydro and peaking gas turbines.