The evaluation of AI models is increasingly driven by selective benchmarks highlighted in press releases rather than peer-reviewed research, leading to a fragmented landscape with limited comparability. This trend raises concerns about the validity of these benchmarks, which often serve more as marketing tools than as rigorous scientific measures.