A study using the MaCBench benchmark reveals AI's limitations in chemistry. AI performs well at identifying lab equipment but struggles with complex spatial reasoning and multi-step logical inference. This suggests current AI relies on pattern matching, not deep scientific understanding, highlighting critical areas for future development of truly intelligent scientific assistants.