AIZeryn AI Ethics & Transparency Statement

1. Responsible AI Development

AIZeryn seeks to develop AI systems thoughtfully, with consideration for their potential benefits, limitations, and risks. Our approach includes:

• identifying foreseeable risks and unintended consequences;
• considering the interests of individuals and affected communities;
• applying appropriate technical, organizational, and operational safeguards;
• testing systems before and after deployment;
• monitoring performance and emerging risks;
• addressing issues when identified; and
• improving our practices as technology, standards, and expectations evolve.

2. Human Oversight and Accountability

AIZeryn recognizes that AI systems should not operate without appropriate human responsibility. We work to maintain appropriate review and escalation processes, including:

• assigning responsibility for AI-related decisions and operations;
• reviewing system performance and material risks;
• investigating reported concerns;
• taking corrective action when appropriate; and
• maintaining human involvement where automated outputs require context, judgment, or intervention.

AI-generated outputs should not be treated as infallible.

3. Transparency

AIZeryn strives to communicate clearly about the nature and limitations of artificial intelligence. We aim to provide understandable information about:

• the role of AI in relevant activities;
• the general capabilities and limitations of AI systems;
• the potential for errors, incomplete information, or unexpected outputs;
• the importance of appropriate human review; and
• available channels for reporting concerns or requesting assistance.

We do not claim that AI systems are error-free, unbiased in every circumstance, or suitable for every purpose.

4. Fairness and Non-Discrimination

We seek to:

• consider whether AI systems may produce disparate or unfair effects;
• test and evaluate systems using appropriate methods;
• identify and address problematic patterns or outcomes;
• use representative information and testing practices where reasonably practicable;
• avoid relying on sensitive information in inappropriate ways; and
• continue improving our methods for evaluating fairness.

Because AI systems can reflect limitations or biases, no evaluation process can eliminate every risk.

5. Privacy by Design

AIZeryn treats privacy as an important part of responsible AI development. Our privacy practices may include:

• collecting and using personal information for defined and legitimate purposes;
• limiting collection to information reasonably necessary;
• applying access controls and security safeguards;
• evaluating data sources and permitted uses;
• retaining information only as long as reasonably necessary;
• providing appropriate choices and rights where required by law; and
• reviewing privacy risks as systems and circumstances change.

The collection and use of personal information is described in the AIZeryn Privacy Policy; nothing in this Statement replaces or modifies that policy.

6. Data Protection and Security

We use reasonable administrative, technical, and organizational measures appropriate to the nature of the information and risks involved, including access controls; secure handling and transmission; monitoring and response procedures; vendor and third-party risk considerations; employee and contractor responsibilities; and periodic review and improvement. No method of transmission, storage, or processing is completely secure.

7. Safety and Misuse Prevention

Our safety efforts may include risk assessments and pre-deployment testing; monitoring for concerning behavior or performance; measures to reduce harmful or abusive use; restrictions or controls where appropriate; incident response and escalation procedures; and updates to safeguards as new risks emerge. Safeguards may not prevent every harmful, unlawful, or unintended use.

8. Accuracy, Reliability, and Limitations

AI systems may generate information that is inaccurate, incomplete, outdated, misleading, or unsuitable for a particular situation. AIZeryn works to improve reliability but does not represent that AI-generated information will always be accurate or complete. AI-generated information should not be used as a substitute for qualified professional advice, independent verification, or appropriate human judgment.

9. Accountability and Governance

AIZeryn seeks to maintain governance processes that support responsible decision-making and accountability, including documenting material decisions and risk assessments; assigning internal ownership; establishing review and approval procedures; maintaining records of testing, monitoring, and incidents; reviewing third-party and vendor practices; providing training and guidance; and escalating significant concerns.

10. Third-Party Technologies and Providers

AIZeryn may use or work with third-party technologies, data sources, infrastructure, or providers and seeks to evaluate third-party risks and establish appropriate safeguards. AIZeryn does not control every aspect of third-party technology but works to manage those relationships responsibly.

11. Continuous Improvement

Responsible AI requires ongoing learning and improvement. We review feedback, reported incidents, research, regulatory developments, technical standards, and operational experience. This Statement may be updated to reflect changes.

12. Reporting Concerns

We welcome good-faith reports concerning potentially harmful or discriminatory outcomes; privacy or data protection concerns; security vulnerabilities; misleading or unclear AI disclosures; unsafe or abusive use; inaccurate or unreliable AI-generated information; or other concerns relating to responsible AI. Reports may be submitted through the contact channels provided on the AIZeryn website. AIZeryn will review reports in accordance with the nature of the issue and applicable law.

13. No Absolute Guarantees

This Statement describes AIZeryn's principles and general commitments. It does not guarantee that every risk will be eliminated, that every AI-generated output will be accurate, or that every system will perform as intended in every circumstance.