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Item 1A. Risk Factors.
Investing in our common stock involves a high degree of risk. For a detailed discussion of the risks that affect our business. Please refer to the sections titled Part I, Item 1A. Risk Factors of our 2023 Annual Report and in ; Part II, Item 1A. Risk Factors of our Quarterly Reports on Form 10-Q for the quarters ended March 31, 2024.
The risk factors set forth below represent new risk factors or those containing changes to the similarly titled risk factor included in Item 1A. Risk Factors of our 2023 Annual Report and in Part II, Item 1A. Risk Factors of our Quarterly Report on Form 10-Q for the quarter ended March 31 and June 30, 2024.
RISKS RELATED TO OUR PLATFORM AND DATA
Issues relating to the use of artificial intelligence and machine learning in our offerings could adversely affect our business and operating results.
We incorporate artificial intelligence and machine learning (AI) solutions into our platform, in applications that are important to our operations and our drug discovery processes. There are significant risks involved in utilizing AI. Issues relating to t, and the use of new and evolving technologies, such as AI and machine learning, may cause us to experience brand or reputational harm, competitive harm, legal liability, and new or enhanced governmental or regulatory scrutiny, and we may incur additional costs to resolve such issues. Known risks of AI currently include inaccuracy, bias, toxicity, intellectual property infringement or misappropriation, data privacy and cybersecurity issues, and data provenance disputes. Perceived or actual technical, legal, compliance, privacy, security, ethical or other issues relating to the use of AI may cause public confidence in AI to be risk factors disclosed undermined, which could slow our customers adoption of our products and services that use AI. In addition, litigation or government regulation related to the use of AI may also adversely impact our and others abilities to develop and offer products that use AI, as well as increase the cost and complexity of doing so. See the section titled Regulatory and legislative developments related to the use of AI could adversely affect our use of such technologies in our products, services, and business. Developing, testing and deploying AI systems may also increase the cost profile of our product offerings due to the nature of the computing costs involved in such systems, which could impact our project margin and adversely affect our business and operating results. In addition, AI may have or produce errors or inadequacies that are not easily detectable. If the data used to train AI or the content, analyses, or recommendations that AI applications assist in producing are or are alleged to be deficient, inaccurate, incomplete, overbroad or biased, our business, financial condition, and results of operations may be adversely affected. The legal landscape and subsequent legal protection for the use of AI and the collection and use of data used to train AI models remains uncertain, and development of the law in this area could impact our ability to enforce our proprietary rights or protect against infringing uses. If we do not have sufficient rights to collect or use the data on which our AI relies or to the outputs produced by AI applications, we may incur liability through the alleged violation of certain laws, third-party privacy rights, online terms of service, or other contracts to which we or our data providers are a party. Our use of AI applications may also, in the future, result in cybersecurity incidents that implicate the personal data of customers or patients. Any such cybersecurity incidents related to our use of AI applications could adversely affect our reputation and results of operations.
RISKS RELATED TO GOVERNMENT REGULATION
Regulatory and legislative developments related to the use of AI could adversely affect our use of such technologies in our products, services, and business.
We use AI throughout our business, including in our drug discovery processes and technology. As the regulatory framework for AI (including generative AI) evolves, our business, financial condition and results of operations may
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be adversely affected. The regulatory framework for AI and similar technologies is changing rapidly. It is possible that new laws and regulations will be adopted in the United States and in non-U.S. jurisdictions Item 8.01 in our Current Report on Form 8-K filed with the SEC on September 3, or that existing laws and regulations may be interpreted in ways that would affect the operation of our drug discovery platform and data analytics and the way in which we use AI and similar technologies. We may not be able to adequately anticipate or respond to these evolving laws and regulations, and we may need to expend additional resources to adjust our offerings in certain jurisdictions if applicable legal frameworks are inconsistent across jurisdictions. In addition, because these technologies are themselves highly complex and rapidly developing, it is not possible to predict all of the legal or regulatory risks that may arise relating to our use of such technologies. Further, the cost to comply with such laws or regulations could be significant and would increase our operating expenses, which could adversely affect our business, financial condition and results of operations.
For example, in Europe, the European Unions Artificial Intelligence Act (AI Act) entered into force on August 1, 2024. The AI Act establishes a risk-based governance framework for regulating high-risk AI systems operating in or being used by the EU market. The AI Act could impact our products, business, and use of AI, even if we do not have a direct presence in the EU. This framework categorizes AI systems based on the risks associated with such AI systems intended purposes as creating unacceptable, high or limited risks. While the AI Act has not yet been enforced, there is a risk that our current or future AI-powered software or applications may be categorized as high risk or limited risk, obligating us to comply with the applicable requirements of the AI Act, which may impose additional costs on us, increase our risk of liability, or adversely affect our business. For example, high risk AI systems are required, amongst other things, to implement and maintain certain risk and quality management systems, conduct certain conformity and risk assessments, use appropriate data governance and management practices, including in development and training, and meet certain standards related to testing, technical robustness, transparency, human oversight, and cybersecurity. Even if our AI systems are not categorized as high risk we may be subject to additional transparency and other obligations for low risk AI system providers. The AI Act sets forth certain penalties, including fines of the greater of EUR 35 million or 7% of worldwide annual turnover (as defined in the AI Act) for the prior year for violations related to offering prohibited AI-systems or data governance, fines of the greater of EUR 15 million or 3% of worldwide annual turnover for the prior year for violations related to the requirements for high risk AI systems, and fines of the greater of EUR 7.5 million or 1.5% of worldwide annual turnover for the prior year for violations related to supplying incorrect, incomplete or misleading information to the EU and member state authorities. The AI Acts regulatory framework is expected to have a material impact on the way AI is regulated in the EU and across the world, and together with developing guidance and/or decisions in this area, may affect our use of AI and our ability to provide and to improve our services, require additional compliance measures and changes to our operations and processes, result in increased compliance costs and potential increases in civil claims against us, and could adversely affect our business, financial condition and results of operations.