Our business and operations may involve the collection, storage, processing and transmission of personal data and certain other sensitive and proprietary data of collaborators, customers and others. Additionally, we maintain sensitive and proprietary information relating to our business, such as our own proprietary information and personal data relating to our employees. An increasing number of organizations have disclosed breaches of their information security systems and other information security incidents, some of which have involved sophisticated and highly targeted attacks. We have been and may in the future be a target for cybersecurity attacks designed to disrupt our operations or to attempt to gain access to our systems, data processed or maintained in our business, trade secrets or other proprietary information or financial resources. Some of our employees work remotely which has increased security risks. In addition, the risk of state-supported and geopolitical-related cybersecurity attacks is believed to be heightened in connection with international conflicts and any related political or economic responses and counter-responses.
We are at risk for interruptions, outages and breaches of (a) operational systems, including business, financial, accounting, product development, data processing or production processes, owned by us or our third-party vendors or suppliers; (b) facility security systems, owned by us or our third-party vendors or suppliers; (c) in-product technology, owned by us or our third-party vendors; (d) our software, including third-party software we license; and (e) customer data that we process or our third-party vendors process on our behalf. Because techniques used to obtain unauthorized access to or to sabotage information systems change frequently and may not be known until launched against a target, we may be unable to anticipate or prevent these attacks, react in a timely manner or implement adequate preventive measures, and we may face delays in our detection or remediation of, or other responses to, security breaches and other privacy-and security-related incidents. Such incidents could: materially disrupt our operational systems; result in loss of intellectual property, trade secrets or other proprietary or competitively sensitive information; compromise certain information of customers, employees, or others; jeopardize the security of our facilities; or affect the performance of in-product technology and the integrated software in our systems. Certain efforts may be state-sponsored or supported by significant financial and technological resources, making them even more difficult to detect, remediate and otherwise respond to.
We plan to include product services and functionality that utilize data connectivity to monitor performance and timely capture opportunities to enhance performance and for safety and cost-saving preventative maintenance. The availability and effectiveness of our services depend on the continued operation of information technology and communications systems. Our systems will be vulnerable to damage or interruption from, among others, physical theft, fire, terrorist attacks, natural disasters, power loss, war, telecommunications failures, viruses, denial or degradation of service attacks, ransomware and other malicious code, social engineering schemes, insider theft or misuse or other attempts to harm our systems. We may face objections to our intended collection or use of data, which may require us to implement new or modified data handling policies and mechanisms, increase our maintenance costs and costs associated with data processing and handling, and harm our business prospects. The use of AI/ML technologies may result in security incidents and our use of AI/ML technologies may create additional cybersecurity risks or increase cybersecurity risks, including risks of security breaches and incidents. Further, AI/ML technologies may be used in connection with certain cybersecurity attacks, including to launch more automated, targeted and coordinated attacks, resulting in heightened risks of security breaches and incidents.
Although we have implemented and are in the process of implementing additional systems and processes that are designed to protect our data and systems within our control, prevent data loss and prevent other security breaches and security incidents, these security measures cannot guarantee security. The IT infrastructure used in our business may be vulnerable to cyber attacks or security breaches or incidents, and third parties may be able to access data, including personal data and other sensitive and proprietary data of ours and our customers, collaborators and partners, our employees' personal data or other sensitive and proprietary data accessible through those systems, or such data otherwise may be subject to unauthorized use, disclosure, unavailability, modification or other processing. Employee error, malfeasance or other errors in the storage, use or transmission of any of these types of data could result in an actual or perceived privacy or security breach or other security incident.
Moreover, there are inherent risks associated with developing, improving, expanding and updating our current systems, such as the disruption of our data management, procurement, product development, finance and sales and service processes. These risks may affect our ability to manage our data or deploy and service our products and solutions, adequately protect our intellectual property or achieve and maintain compliance with, or realize available benefits under, applicable laws, regulations and contracts. We cannot be sure that these systems upon which we rely, including those of our third-party vendors or suppliers, will be effectively implemented, maintained or expanded as planned. If we do not successfully implement, maintain or expand these systems as planned, our operations may be disrupted, our ability to accurately and timely report our financial results could be impaired and deficiencies may arise in our internal control over financial reporting, which may impact our ability to certify our financial results. Moreover, our proprietary information or intellectual property could be compromised or misappropriated and our reputation may be adversely affected. If these systems do not operate as we expect them to, we may be required to expend significant resources to make corrections or find alternative sources for performing these functions.
Any actual or perceived security breach or security incident, or any systems outages or other disruption to systems used in our business, could interrupt our operations, result in loss or improper access to, or acquisition, unavailability, modification, disclosure or other processing of, data or a loss of intellectual property protection, harm our reputation and competitive position, reduce demand for our software products, damage our relationships with customers, partners, collaborators or others or result in claims, regulatory investigations and proceedings and significant legal, regulatory and financial exposure, and any such incidents or any perception that our security measures are inadequate could lead to loss of confidence in us and harm to our reputation, any of which could adversely affect our business, financial condition and results of operations. Any actual or perceived breach of privacy or security, or other security incident, impacting any entities with which we share or disclose data (including, for example, our third-party technology providers) could have similar effects. We expect to incur significant costs in an effort to detect and prevent privacy and security breaches and other privacy- and security-related incidents, and may face increased costs and requirements to expend substantial resources in the event of an actual or perceived privacy or security breach or other incident.