In the ordinary course of business, we and the third parties upon which we rely collect, receive, access, store, process, generate, use, transfer, disclose, share, make accessible, protect, secure, and dispose of (collectively, Process or Processing) a large amount of information from our users, customers, and our own employees, including personal information and other sensitive and confidential information including proprietary and confidential business data, trade secrets, intellectual property, sensitive third-party data, business plans, transactions, and financial information (collectively, Sensitive Information). As a result, we and the third parties upon which we rely face a variety of evolving threats that could cause security incidents. Cyber-attacks, malicious internet-based activity, online and offline fraud, and other similar activities threaten the confidentiality, integrity, and availability of our sensitive data and information technology systems, and those of the third parties upon which we rely. Such threats are prevalent and continue to rise, are increasingly difficult to detect, and come from a variety of sources, including traditional computer "hackers," threat actors, "hacktivists," organized criminal threat actors, personnel (such as through theft or misuse), sophisticated nation states, and nation-state-supported actors.
We and the third parties upon which we rely are susceptible to a variety of evolving threats, including, but not limited to, damage, disruptions, or shutdowns, software or hardware vulnerabilities, security incidents, server malfunctions, software bugs, ransomware attacks, social engineering attacks (including through deep fakes, which may be increasingly more difficult to identify as fake, and phishing attacks), supply-chain attacks, failures during the process of upgrading or replacing software, databases, or components, power outages, fires, natural disasters, hardware failures, malicious code (such as viruses, worms, spyware), malware (including as a result of advanced persistent threat intrusions), denial-of-service attacks, credential harvesting or stuffing, attacks by computer hackers, personnel misconduct or error, telecommunication failures, attacks enhanced or facilitated by AI, user errors (including non-employees who may have authorized access to our networks), user malfeasance, catastrophic events, or other similar threats. Some actors now engage and are expected to continue to engage in cyber-attacks, including without limitation nation-state actors for geopolitical reasons and in conjunction with military conflicts and defense activities. During times of war and other major geopolitical conflicts, we and the third parties upon which we rely may be vulnerable to a heightened risk of these attacks, including retaliatory cyber-attacks, that could materially disrupt our systems and operations, supply chain, and ability to produce, sell and distribute our services. While we have implemented security measures, technical controls, and contractual precautions designed to identify, detect, and prevent unauthorized Processing of Sensitive Information, our security measures, as well as those of our third-party service providers, could fail or may be insufficient, resulting in the unauthorized access to or the disclosure, modification, misuse, unavailability, destruction, or loss of our or our customers' data or other Sensitive Information.
Ransomware attacks in particular are becoming increasingly prevalent and severe, and can lead to significant interruptions in operations, loss of Sensitive Information and income, reputational harm, and diversion of funds. Extortion payments may alleviate the negative impact of a ransomware attack, but we may be unwilling or unable to make such payments, for example, due to applicable laws or regulations prohibiting such payments.
Similarly, our reliance on third-party service providers could introduce new cybersecurity risks and vulnerabilities, including supply-chain attacks, and other threats to our business operations. We rely on third-party service providers and technologies to operate critical business systems to process sensitive data in a variety of contexts, including, without limitation, cloud-based infrastructure, data center facilities, encryption and authentication technology, employee email, content delivery to customers, and other functions. We also rely on third-party service providers to provide other products, services, parts, or otherwise to operate our business. Our ability to monitor these third parties' information security practices is limited, and these third parties may not have adequate information security measures in place. If our third-party service providers experience a security incident or other interruption, we could experience adverse consequences. While we may be entitled to damages if our third-party service providers fail to satisfy their privacy or security-related obligations to us, any award may be insufficient to cover our damages, or we may be unable to recover such award. In addition, supply-chain attacks have increased in frequency and severity, and we cannot guarantee that third parties' infrastructure in our supply chain or our third-party partners' supply chains have not been compromised.
Remote work has become more common and has increased risks to our information technology systems and data, as more of our employees utilize network connections, computers, and devices outside our premises or network, including working at home, while in transit and in public locations.
Additionally, future or past business transactions (such as acquisitions or integrations) could expose us to additional cybersecurity risks and vulnerabilities, as our systems could be negatively affected by vulnerabilities present in acquired or integrated entities' systems and technologies. Furthermore, we may discover security issues that were not found during due diligence of such acquired or integrated entities, and it may be difficult to integrate companies into our information technology environment and security program.
Despite our efforts to maintain the security, privacy, integrity, confidentiality, availability, and authenticity of our Processing, information, and IT networks and systems, we or our third-party vendors have not in the past and may not in the future be able to anticipate or implement effective preventive and remedial measures against all data security and privacy threats. No security solution, strategy, or measures can address all possible security threats or block all methods of penetrating a network or otherwise perpetrating a security incident. For example, we and our third-party providers have been in the past and may in the future be compromised by threats like those described above, and result in unauthorized, unlawful, or accidental Processing of our information, or vulnerabilities in the products or systems upon which we rely. The risk of unauthorized circumvention of our security measures or those of our third-party providers, customers, and partners has been heightened by advances in computer and software capabilities and the increasing sophistication of hackers who employ complex techniques. Because the techniques used by hackers change frequently, we may be unable to anticipate these techniques or implement adequate preventive measures to protect against them. Our applications, systems, networks, software, and physical facilities could have material vulnerabilities, be breached, or personal or confidential information could be otherwise compromised due to employee error or malfeasance, if, for example, third parties attempt to fraudulently induce our personnel or our customers to disclose information or usernames and/or passwords, or otherwise compromise the security of our networks, systems, and/or physical facilities. Third parties may also exploit vulnerabilities in, or obtain unauthorized access to, platforms, software, applications, systems, networks, Sensitive Information, and/or physical facilities utilized by our vendors.
Additionally, although we have implemented security measures designed to protect against security incidents, there can be no assurance that these measures will be effective. We take steps designed to detect and remediate vulnerabilities in our information systems (such as our hardware and/or software, including that of third parties upon which we rely). We may not, however, detect and remediate all such vulnerabilities including on a timely basis. Further, we may experience delays in developing and deploying remedial measures designed to address any such identified vulnerabilities. Vulnerabilities could be exploited and result in a security incident.
Following a breach of security or other incident, we cannot guarantee that recovery protocols and backup systems will be sufficient to prevent data loss or ensure that we are able to recover promptly any data rendered inaccessible. Additionally, breaches of security or other incidents can damage our reputation and brand, cause our business to suffer, and could require us to expend significant capital and other resources to alleviate problems caused by such breaches or incidents, and we could be exposed to risk of loss, litigation, or regulatory action, and other potential liability. Actual or perceived security breaches or attacks on our systems or those of our third-party service providers can cause us to incur increasing costs, including costs to deploy additional personnel and protection technologies, train employees, and engage third-party experts and consultants and may require notification under applicable data privacy regulations or contractual obligations, or for customer relations or publicity purposes, which could result in additional reputational harm, costly litigation (including class action litigation), material contract breaches, liability, settlement costs, loss of sales, regulatory scrutiny, actions or investigations, a loss of confidence in our business, systems and Processing, a diversion of management's time and attention, and significant fines, penalties, assessments, fees, and expenses. While we may be entitled to damages if our third-party service providers fail to satisfy their privacy or security-related obligations to us, any award may be insufficient to cover our damages, or we may be unable to recover such award. We continue to devote significant resources to protect against security breaches or other incidents, and we may need to devote significant resources in the future to address problems caused by breaches, including notifying affected individuals, regulators, investors, customers, or other relevant stakeholders of security incidents, and responding to any resulting litigation, which in turn, diverts resources from the growth and expansion of our business.
Actual or anticipated security breaches, including a breach of the systems or networks of our third-party providers, could compromise our systems or networks, creating system outages, disruptions or slowdowns and exploiting security vulnerabilities of our networks. In addition, the information stored on our network, or the networks of our third-party providers could be accessed, publicly disclosed, altered, lost or stolen, which could subject us to liability and cause us financial harm. A breach of the security measures of one of our third-party providers could result in the destruction, modification or exfiltration of confidential corporate information or other data that may provide additional avenues of attack. Breaches or perceived breaches of our systems or networks or the systems or networks of our third-party providers, whether or not any such breach is due to a vulnerability in our platform, may also undermine confidence in us or our industry and result in damage to our reputation, negative publicity, loss of users, partners and sales, increased remediation costs, and costly litigation or regulatory fines.
The costs to respond to a security breach and/or to mitigate any security vulnerabilities that may be identified could be significant, our efforts to address these problems may not be successful, and these problems could result in unexpected interruptions, delays, cessation of service, and other harm to our business and our competitive position. We could be required to fundamentally change our business activities and practices in response to a security breach or incident, or related regulatory actions or litigation, which could have an adverse effect on our business. We may not have adequate insurance coverage for security incidents or breaches, including fines, judgments, settlements, penalties, costs, attorney fees, and other impacts that arise out of incidents or breaches. If the impacts of a security incident or breach, or the successful assertion of one or more large claims against us exceeds our available insurance coverage, or results in changes to our insurance policies (including premium increases or the imposition of large deductible or co-insurance requirements), it could have an adverse effect on our business. In addition, we cannot be sure that our existing insurance coverage, cyber coverage, and coverage for errors and omissions will continue to be available on acceptable terms or that our insurers will not deny coverage as to all or part of any future claim or loss (including, for example, as a result of the payment of ransomware) or that our insurance premiums will not increase as a result of any claims. Our risks are likely to increase as we continue to expand, grow our customer base, and Process increasingly large amounts of Sensitive Information.
Additionally, policing unauthorized use of our know-how, technology and intellectual property is difficult and may not be effective. Despite our precautions, it may be possible for unauthorized third parties to copy our platform or technology and use information that we regard as proprietary to create products or services that compete with our offerings. Some of the provisions of our agreements that protect us against unauthorized use, copying, transfer and disclosure of our platform may be unenforceable under the laws of certain jurisdictions and foreign countries. Further, these agreements do not prevent our competitors from independently developing technologies that are substantially equivalent or superior to ours. We cannot guarantee that others will not independently develop technology with the same or similar functions to any proprietary technology we rely on to conduct our business and differentiate ourselves from our competitors. Unauthorized parties may also attempt to copy or obtain and use our technology to develop applications with the same functionality as our solutions. Any unauthorized disclosure or use of our trade secrets or other confidential proprietary information could make it more expensive to do business, thereby harming our operating results.
In addition to experiencing a security incident, third parties may gather, collect, or infer Sensitive Information about us from public sources, data brokers, or other means that reveals competitively sensitive details about our organization and could be used to undermine our competitive advantage or market position.
Additionally, our Sensitive Information or our customers' Sensitive Information could be leaked, disclosed, or revealed as a result of or in connection with our employees', personnel's, or vendors' use of generative AI technologies. Some generative AI tools may be offered under terms that do not protect the confidentiality of the prompts or inputs that users submit to such tools, and even if the terms do include confidentiality protections, the vendors of these generative AI tools may fail to comply with their contractual obligations regarding the confidentiality or security of any data or other inputs provided to such vendor, or outputs generated by their generative AI tools. Additionally, the providers of generative AI tools could use inputs to further train the third parties' AI/ML model. Not all providers offer an option to opt-out of such usage, and, even where we do opt-out, we cannot guarantee that the opt-out will be fully effective. Additionally, where an AI/ML model ingests personal information and makes connections using such data, those technologies may reveal other personal or Sensitive Information generated by the model. We do not have formal policies and procedures in place to review and track our employees', personnel' and vendors' use of generative AI, and accordingly, these risks could be particularly difficult to eliminate or manage, and, if not addressed, could have a material adverse effect on our business, results of operations, financial condition, and future prospects.
Moreover, AI/ML models may create flawed, incomplete, or inaccurate outputs, some of which may appear correct. This may happen if the inputs that the model relied on were inaccurate, incomplete or flawed (including if a bad actor "poisons" the AI/ML with bad inputs or logic), or if the logic of the AI/ML is flawed (a so-called "hallucination"). We may use AI/ML outputs to make certain decisions. Due to these potential inaccuracies or flaws, the model could be biased and could lead us to make decisions that could bias certain individuals (or classes of individuals), and adversely impact their rights, employment,and ability to obtain certain pricing, products, services, or benefits, including exposure to reputational and competitive harm, customer loss, and legal liability.