Can frontier AI models actually read a painting? [R]

An experiment tested frontier multimodal AI models, including Gemini 3.1 Pro and GPT-5.4, on their ability to appraise art from vision alone. The study revealed a "recognition vs commitment gap," suggesting that for AI, "seeing" something and actually relying on what is seen are not the same.