We use automated technology and systems, including both predictive and generative AI-powered solutions to facilitate a more efficient operation of our business. Our use of AI-powered solutions includes, but is not limited to, AI-powered solutions that enable quick and personalized customer interactions, provide predictive pricing and route analysis and assist with candidate assessments for certain roles within the Company. We anticipate increased investments in the future to continuously improve our use of AI, however, there can be no assurance that the development or usage of, or our investments in, AI will always enhance our products or services or be beneficial to our business.
In particular, the performance of our services and business, as well as our reputation, could suffer or we could incur liability resulting from the violation of laws or contracts to which we are a party if the AI-powered solutions used by the Company are inadequately or incorrectly designed or implemented; trained or reliant on, inadequate, inaccurate, incomplete, misleading, biased or otherwise poor-quality data or algorithms, or on data or algorithms to which we do not have sufficient rights or in relation to which we and/or the providers of such data or algorithms have not implemented sufficient legal compliance measures; used without sufficient oversight and governance to ensure their responsible use; and/or adversely impacted by unforeseen defects, technical challenges, cyberattacks, cybersecurity threats, service outages, or other similar incidents, or material performance issues. Certain AI-powered solutions used by the Company are licensed by third parties and when used as a hosted service, any disruption, outage, or loss of information through such hosted services could disrupt our operations or solutions, damage our reputation, cause a loss of confidence in our solutions, or result in legal claims or proceedings, for which we may be unable to recover damages from the affected provider. There is also a risk that our use of generative AI could produce biased, inaccurate, incomplete, misleading or poor-quality content or other discriminatory or unexpected results or behaviors, all of which could harm our reputation, business, or customer relationships. While we exercise diligence in ensuring the accuracy of AI generated content, those measures may not always be successful, and in some cases, we may need to rely on end users to report such inaccuracies. We also use and have modified certain third-party generative AI-powered solutions that are made available under an open-source license. Use of open-source generative AI could introduce inaccuracies or vulnerabilities that we are unable to anticipate, detect, or control. If the licensor for such open-source generative AI developed their models by training on data or algorithms that was inadequate, inaccurate, incomplete, misleading biased or otherwise poor-quality, or for which it did not have the appropriate rights, we could be subject to claims or lawsuits, including for infringement of third-party intellectual property. It is also possible that sophisticated attackers may exploit vulnerabilities in open-source generative AI to obtain access to our sensitive data or alter the outputs or results. For additional information concerning risks with respect to cyberattacks, cybersecurity breaches, service outages or other similar incidents, see "Information Security and Privacy Related Risks."
A number of aspects of intellectual property protection in the field of AI and machine learning are currently under development, and there is uncertainty and ongoing litigation in different jurisdictions as to the degree and extent of protection warranted for AI and machine learning systems and relevant system inputs and outputs. If we or any of our third-party service providers are deemed to not have sufficient rights to the data we use to train our AI, we may be subject to litigation by the owners of the content or other materials that comprise such data and, if such claim relates to our third-party service providers, we may not be successful in adequately recovering our losses from such third-party service providers in connection with such claims. Further, any content or other output created by us using AI-powered solutions may not be subject to copyright protection, which may adversely affect our ability to commercialize or use, or the validity or enforceability of any intellectual property rights in, any such content or other output. If we fail to obtain protection for the intellectual property rights concerning our AI, or later have our intellectual property rights invalidated or otherwise diminished, our competitors may be able to take advantage of our research and development efforts to develop competing products which could adversely affect our business, reputation and financial condition.
The regulatory framework for AI is rapidly evolving as many federal, state and foreign government bodies and agencies have introduced or are currently considering additional laws and regulations. Additionally, existing laws and regulations may be interpreted in ways that would affect our current uses of AI, or could be rescinded or amended as new administrations take differing approaches to evolving AI. As a result, implementation standards and enforcement practices are likely to remain uncertain for the foreseeable future, and we cannot yet completely determine the impact future laws, regulations, standards, or market perception of their requirements may have on our business and may not always be able to anticipate how to respond to these laws or regulations.
Already, certain existing legal regimes (e.g., relating to data privacy) regulate certain aspects of AI, and new laws regulating the use of AI have either entered into force in the United States and the EU or are expected to enter into force. For example, the European Union's Artificial Intelligence Act (the "AI Act"), which entered into force on August 1, 2024, establishes, among other things, a risk-based governance framework for regulating AI systems operating in the EU. The majority of the substantive requirements from the AI Act will apply from August 2, 2026 and this framework categorizes AI systems, based on the risks associated with such AI systems' intended purposes, as creating unacceptable or high risks, with all other AI systems being considered limited or low risk. There is a risk that our current or future use of AI may obligate us to comply with the applicable requirements of the AI Act, which may impose additional costs on us, increase our risk of liability and fines or otherwise adversely affect our business, results of operations, financial condition and future prospects. For additional information concerning risks with respect to compliance with data privacy laws, see "Information Security and Privacy Related Risks."
The cost to comply with federal, foreign, state or other laws, regulations, or decisions and/or guidance applicable to our business could be significant and could increase our operating expenses (such as by imposing additional reporting obligations regarding our use of AI). Such an increase in operating expenses, as well as any actual or perceived failure to comply with such laws and regulations, could adversely affect our business, financial condition and results of operations.