Optimal spin squeezing inequalities detect bound entanglement in spin models

We fully characterize the entangled states in a system of spin-1/2 particles which can be detected based on the first and second moments of collective angular momenta. Any generalized spin squeezing inequality can directly be derived from our approach. When applied to condensed matter systems, our results show the presence of bound entanglement in thermal states of several spin models