infrastructure, we could suffer significant business disruption (and may suffer such disruption notwithstanding the building and sustaining of such infrastructure), including transaction errors, supply chain or manufacturing interruptions, processing inefficiencies, data loss or the loss of or damage to intellectual property or other proprietary information.
To the extent that any disruption, cybersecurity incident or data breach were to result in a loss of, or damage to, our or our vendors’, collaborators’ or other contractors’ or consultants’ data or applications, or inappropriate disclosure of confidential or proprietary information, we could incur liability, including litigation exposure, penalties and fines, we could become the subject of regulatory action or investigation, our competitive position and reputation could be harmed and the further development and commercialization of our product candidates could be delayed. As a result of such an event, we may also be in breach of our contractual obligations. Due to applicable laws, rules, regulations and standards or contractual obligations, we may be held responsible for any system failure or security incident attributed to our third-party vendors as they relate to the information we share with them.
Furthermore, any such event that leads to unauthorized access, use, or disclosure of personal information, including personal information regarding our customers or employees, could harm our reputation, compel us to comply with federal and/or state breach notification laws and foreign law equivalents, subject us to mandatory corrective action, and otherwise subject us to liability under laws and regulations that protect the privacy and security of personal information, which could result in significant legal and financial exposure and reputational damage. Any of the above could have a material adverse effect on our business, financial condition, results of operations or prospects.
The financial exposure from the events referenced above could either not be insured against or not be fully covered through any insurance that we maintain and could have a material adverse effect on our business, financial condition, results of operations or prospects. In addition, we cannot be sure that our existing insurance coverage will continue to be available on acceptable terms or that our insurers will not deny coverage as to any future claim. There can be no assurance that the limitations of liability in our contracts would be enforceable or adequate or would otherwise protect us from liabilities or damages as a result of the events referenced above.
While we do not currently use artificial intelligence, or AI, in a manner that is central to our operations, we may decide to do so, which may cause us to expend material resources in the future. Our current use of AI is limited, but we are still exposed to the inherent risks of the use of AI. The risks and challenges associated with the use of AI, whether in the more limited manner that we currently do so or the manner that we may do so in the future, include security and other risks to our confidential information, proprietary information and personal information, any of which may result in reputational harm and liability, “hallucinations” or other errors, and biases, among other potential adverse effects to our business.
We may use and integrate AI into our business processes both in our own development and implementation of AI and through the adoption of commercially available tools. The rapid evolution of AI will require the application of significant resources to design, develop, test and maintain such systems to help ensure that AI is implemented in accordance with applicable law and regulation and in a socially responsible manner and to minimize any real or perceived unintended harmful impact. Engaging appropriate resources (including computing power) to properly develop such technologies may require substantial expense and it may require substantial time to develop a properly functioning AI system, including because expertise in the use of AI for drug discovery or other life sciences applications is rare, and we may be unable to successfully integrate AI tools into our business or to do so efficiently. We may also need to license data from third-party sources or develop data internally, each of which may take substantial time and require substantial expense. If we enable or offer solutions that draw controversy due to perceived or actual negative societal impact, we may experience brand or reputational harm, competitive harm or legal liability.
Whether with our current, limited use of AI or a future, more fundamental use of AI, we are exposed to the risk related to the use and integration of AI. Use of this technology could pose cybersecurity, data privacy, IT, intellectual property, regulatory, legal, operational, competitive, reputational and other risks and challenges that could affect our business. Specifically, risks related to accuracy, bias, AI hallucinations, discrimination, harmful content, misinformation, fraud, scams, targeted attacks (including model poisoning or data poisoning), surveillance, data leakage, inequality, environmental harms, and other harms may flow from our development, use, or deployment of AI technologies.
No assurance can be provided that the use of AI will enhance our business or assist our business in becoming more efficient or profitable. The use of AI can give rise to intellectual property risks, including compromises to our proprietary intellectual property and risks of infringement or misappropriation of third party intellectual property, each of which may result in time-consuming and costly litigation and could require us to purchase a costly license or cease use of any material created using AI (and any intellectual property derived from such material). In addition, there is currently