The emerging technologies described as AI, which include machine learning, application of large language models, generative AI, and similar means of algorithm self-generation have the ability to affect the market for our software by directing what are now human-orchestrated processes into machine-orchestrated processes. In recent years, AI technologies have been the subject of great interest to our customers and to followers of our markets, and these technologies have been showcased and subject to substantial interest among our customer base. Should we either fail to adopt or integrate with emerging AI technologies that show benefits to our customers or AI technologies for code generation or application development reduce the demand for our process automation platform, we could struggle to continue to grow our business or lose business with existing customers to such technologies.
We have incorporated, and may continue to incorporate, AI in our products and services, and this incorporation of AI in our business and operations may become more significant over time. The use of generative AI, a technology that has evolved significantly over the years, exposes us to additional risks such as damage to our reputation, competitive position, business, legal, and regulatory risks, and additional costs. For example, generative AI has been known to produce false or "hallucinatory" inferences or output, and certain generative AI uses machine learning and predictive analytics, which can create inaccurate, incomplete, or misleading content, unintended biases, and other discriminatory or unexpected results, errors, or inadequacies, any of which may not be easily detectable by us or any of our related service providers. While we make efforts to implement and use AI products and services to improve the accuracy and reduce the chances of hallucinatory outputs, we cannot completely eliminate the chances of inaccurate or false outputs. Moreover, given we rely on third party providers for underlying large language model technology, as do many others in the software industry, we do not have full access to the underlying software code to address such issues. If the content, analyses, or recommendations produced by any of our products or services that use or incorporate generative AI are, or are perceived to be, deficient, inaccurate, biased, unethical or otherwise flawed, our reputation, competitive position and business may be materially and adversely affected.
In addition, new laws and regulations, or the interpretation of existing laws and regulations, in any of the jurisdictions we operate may affect our ability to leverage AI in any of our products and services and may expose us to government enforcement or civil suits. As the legal and regulatory framework encompassing AI matures, it may result in increases in our operational and development expenses that impact our ability to develop, earn revenue from, or utilize any products or services incorporating AI. Additionally, if any of our employees, contractors, vendors or service providers use any third-party software incorporating AI in connection with our business or the services they provide to us, it may lead to the inadvertent disclosure or incorporation of our confidential, sensitive or proprietary information into publicly available training sets which may impact our ability to realize the benefit of, or adequately maintain, protect and enforce our intellectual property or sensitive or confidential information, harming our competitive position and business. Our ability to mitigate risks associated with disclosure of our proprietary, sensitive or confidential information, including in connection with the use of AI, will depend on our implementation, maintenance, monitoring and enforcement of appropriate technical and administrative safeguards, policies, and procedures governing the use of AI in our business. In the U.S., a number of civil lawsuits have been initiated related to the foregoing and other concerns, any of which may, amongst other things, require us to limit the ways in which AI tools and technologies are trained, refined or implemented, and may affect our ability to develop products or services using or incorporating AI.
Furthermore, our competitors, customers, or other third parties may incorporate AI into their products more quickly or more successfully than us, which could impair our ability to compete effectively. Given we rely on third party providers for underlying large language model technology, our ability to differentiate our AI offerings from our competitors could be limited. Further, to the extent other, larger technology companies with greater resources and market power gain exclusive or advantageous access to large language model providers, our ability to offer competing AI services could be negatively impacted. The increasing use of generative AI by third parties may also negatively impact the integrity of our own proprietary data, data sets, and content databases if and to the extent any invalid, inaccurate, biased, or otherwise flawed data produced by any such AI systems may inadvertently be incorporated in our proprietary data, data sets, or content databases, negatively affecting our reputation, and the value of our proprietary data, data sets, or content databases. As generative AI and other AI tools are relatively new, sophisticated, and evolving quickly, we cannot predict all of the risks that may arise from our current or future use of AI in our business. Any of the foregoing and any similar issues, whether actual or perceived, could negatively impact our customers' experience and diminish the perceived quality and value of our products and services. This in turn could damage our brand, reputation, competitive position, and business.