Risks
Arise from using a vendor or third-party to build the Gen AI tool or from purchasing directly from a vendor or third-party. data security, and integration challenges
This principle ensures proper ownership and oversight at each stage of the RAI process and ensures there is oversight in place to monitor the use case once it has been completed.
What is Efficiency?
This ride-sharing company's algorithm was criticized for showing bias in driver ratings
Uber
The process of evaluating AI systems by intentionally introducing inputs designed to exploit weaknesses and vulnerabilities, to ensure robustness and security.
What is adversarial testing?
Protects Americans’ privacy, advances equity and civil rights, stands up for consumers and workers, promotes innovation and competition, and advances American leadership around the world.
What is Biden’s AI Executive Order?
Involves the collection, processing, storage, management, and usage during the training and operation of the Gen AI system
What is Data Risk?
This principle refers to how GenAI Systems are assessed using Standard and Repeatable Responsible AI Intake and Risk Processes
What is Safety and Accountability ?
This type of bias occurs when the data used to train the AI model is not accurately represent the intended population
What is sampling bias?
An advanced artificial intelligence system trained on vast amounts of text data to understand and generate human-like language
LLM
Mandates that personal data must be protected through techniques like redaction and pseudonymization.
GDPR
Encompass intentional or unintentional misuse, manipulation, or attacks against a Gen AI system
What is Use Risk?
This principle refers to making GenAI systems secure, capable of withstanding unexpected adverse events and adapting to unforeseen changes
Security and Privacy
This bias happens when the AI systems reflects existing stereotypes or prejudices in the training data
What is societal bias?
Artificial intelligence systems that can create new content, such as text, images, music, or code, based on the data they have been trained on.
What is GenAI?
Proposes comprehensive regulations to ensure AI systems are safe, ethical, and respect fundamental rights across the European Union.
EU AI Act.
Arise from integrating Gen AI into existing processes or workflows without proper assessment
What is Process Risk?
This principle refers to the education that equips United employees with the knowledge to recognize and mitigate risks within GenAI.
What is Caring and Fairness?
This term describes the negative effect of decision-making due to biased AI
What is discrimination?
Artificial intelligence systems that use rule-based algorithms and statistical methods to perform specific tasks, relying on pre-defined instructions and data rather than generating new content.
Guidelines provided by a government agency for managing risks associated with AI, including establishing controls to ensure security, privacy, and reliability throughout the AI system lifecycle.
What is NIST RMF Framework?
Relate to noncompliance with applicable laws, rules, and regulations, including privacy and sector-specific guidance
What is legal/ compliance risk?
This principles provides access to appropriate levels of information based on the stage the GenAI use case is in the lifecycle.
What is Transparency and Trustworthiness Risk?
Bias can affect the credibility and this of AI systems
What is trustworthiness?
An input or initial piece of text used to guide the generation of content by a generative AI model.
What is a prompt?
In 2026, this law will pass and apply to all developers and deployers using “high-risk artificial intelligence systems” to protect consumers from discriminatory consequential decisions.
Colorado AI Act