Types of GenAI Risk Remediations
What is data risk?
Refers to the testing, training, and production ____ that make up a model. Different _____ sets lead to different use cases by altering model behavior and user interactions
What is Data?
Use of images, video, voice, or audio is involved
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?
Ensuring there is a human in the loop reviewing the outputs of a model is an example of a remediation for this type of risk.
What is process Risk?
Refers to different systems such as ChatGPT and AWS BedRock. Different models lead to different outputs of recommendations
What is Model?
Interacts with the physical environment
What is Use Risk?
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
Implementing multiple levels of human review before outputs are presented to the end user is example of a remediation for this type of risk.
What is Use Risk?
Refers to the end-user or person interacting with the model. Users interact with models differently for different reasons depending on their role.
What is People?
Regulatory, legal or compliance issues applicable and relevant to the data or outputs of the case
What is legal/compliance risk?
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.
Implementing transparency disclosures to inform end users information is created with GenAI is example of a remediation for this type of risk.
What is legal/ compliance Risk?
There are ___ parts that make up a GenAI use case.
What is 3?
United's data is used in shared or co-mingled
What is third-party risk?
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?
United data being isolated and hosted within our environment is an example of a remediation for this type of risk.
What is third-party risk?
If any of these three parts of a use case change it results in another use case.
What is model, people, and data?
Intends to replace functions typically performed by humans
What is process risk?
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