The compositional screening of K-Zn-Sb ternary system aided by machine learning,rapid exploratory synthesis using KH salt-like precursor and in situ powder X-ray diffraction yielded an ovel clathrate type XI K 58 Zn 122 Sb 207. This clathrate consists of a3 DZ n-Sb framework hosting K + ions inside polyhedral cages,some of which are reminiscent of knownclathrate types while others are unique to this structure type.T he complex non-centrosymmetric structure in the tetragonal space group I " 42mw as solved by means of single crystal X-ray diffraction as a6-component twin due to pseudocubic symmetry and further confirmed by high-resolution synchrotron powder X-ray diffraction and state-of-theart scanning transmission electron microscopy. The electronprecise composition of this clathrate yields narrow-gap p-type semiconductor with extraordinarily low thermal conductivity due to displacement or "rattling" of Kcations inside oversized cages and as well as to twinning,stacking faults and antiphase boundary defects.