aiqbench analysis

Reflection is positioning its Beam model on token efficiency, using fewer tokens per task rather than lower per-token prices to compete with Chinese open-weight models. For AI readers, the claim is worth testing against independent benchmarks, since "fewer tokens" only lowers real costs if answer quality holds and the efficiency gain carries over to real workloads. The competitive framing also shows how open-model vendors are differentiating beyond price.