The primary advantage of in vitro methods is their ability to provide detailed insights into the molecular and cellular mechanisms of toxicity. They offer a controlled environment where variables can be precisely manipulated, enabling researchers to study specific pathways and effects. Additionally, in vitro methods are often more cost-effective and ethically favorable compared to in vivo animal studies. These methods also allow for high-throughput screening, which is crucial for evaluating large numbers of compounds quickly.