New benchmark confirms AI models still perform poorly at visual perception

Moonshot AI's PerceptionBench benchmark shows that no frontier multimodal AI model reaches 60 percent accuracy in visual perception tasks, with GPT-5.6 Sol leading by a narrow margin. The benchmark separates visual perception from logical reasoning and reveals that many supposed reasoning errors actually occur during the image-reading stage.