We have been and expect to continue to use AI technology in our testing services, and we anticipate it will become increasingly important to us over time. This technology, including generative AI, which is in its early stages of commercial implementation, presents a number of risks inherent in its use, including risks related to cybersecurity, privacy and data use practices. Additionally, AI technology can create accuracy issues and other outcomes that could harm our customers and negatively impact our reputation and our business. Further, our competitors may develop new testing services and other products relying on AI more rapidly or more successfully than us, which could hinder our ability to compete effectively and adversely affect our results of operations. Using AI successfully will require significant resources, including having the technical expertise required to develop, test and maintain AI-based testing services. In addition, we anticipate that there will continue to be new regulatory requirements concerning the use of AI, which may aim to regulate, limit, or block the use of AI in our testing and other services or otherwise impose other restrictions that may hinder their usability or effectiveness.