Free IAPP AIGP Practice Exam Questions and Answers 2026

CASE STUDY Please use the following answer the next question: ABC Corp, is a leading insurance provider offering a range of coverage options to individuals. ABC has decided to utilize artificial intelligence to streamline and improve its customer acquisition and underwriting process, including the accuracy and efficiency of pricing policies. ABC has engaged a cloud provider to utilize and fine-tune its pre-trained, general purpose large language model (“LLM”). In particular, ABC intends to use its historical customer data—including applications, policies, and claims—and proprietary pricing and risk strategies to provide an initial qualification assessment of potential customers, which would then be routed tA. human underwriter for final review. ABC and the cloud provider have completed training and testing the LLM, performed a readiness assessment, and made the decision to deploy the LLM into production. ABC has designated an internal compliance team to monitor the model during the first month, specifically to evaluate the accuracy, fairness, and reliability of its output. After the first month in production, ABC realizes that the LLM declines a higher percentage of women's loan applications due primarily to women historically receiving lower salaries than men. Each of the following steps would support fairness testing by the compliance team during the first month in production EXCEPT?

You are the chief privacy officer of a medical research company that would like to collect and use sensitivedata about cancer patients, such as their names, addresses, race and ethnic origin, medical histories, insuranceclaims, pharmaceutical prescriptions, eating and drinking habits and physical activity.The company will use this sensitive data to build an Al algorithm that will spot common attributes that willhelp predict if seemingly healthy people are more likely to get cancer. However, the company is unable toobtain consent from enough patients to sufficiently collect the minimum data to train its model.Which of the following solutions would most efficiently balance privacy concerns with the lack of availabledata during the testing phase?

According to the EU Al Act, providers of what kind of machine learning systems will be required to register with an EU oversight agency before placing their systems in the EU market?

Training data is best defined as a subset of data that is used to? 

CASE STUDYA global marketing agency is adapting a large language model ("LLM") to generate content for an upcomingmarketing campaign for a client's new product: a hard hat designed for construction workers of any gender tobetter protect them from head injuries.The marketing agency is accessing the LLM through an application programming interface ("API") developedby a third-party technology company. They want to generate text to be used for targeted advertisingcommunications that highlight the benefits of the hard hat to potential purchasers. Both the marketing agencyand the technology company have taken reasonable steps to address Al governance. The marketing company has:• Entered into a contract with the technology company with suitable representations and warranties.• Completed an impact assessment on the LLM for this intended use.• Built technical guidance on how to measure and mitigate bias in the LLM.• Enabled technical aspects of transparency, explainability, robustness and privacy.• Followed applicable regulatory requirements.• Created specific legal statements and disclosures regarding the use of the Al on its client's advertising.The technology company has:• Provided guidance and resources to developers to address environmental concerns.• Build technical guidance on how to measure and mitigate bias in the LLM.• Provided tools and resources to measure bias specific to the LLM.• Enabled technical aspects of transparency, explainability, robustness and privacy.• Mapped and mitigated potential societal harms and large-scale impacts.• Followed applicable regulatory requirements and industry standards.• Created specific legal statements and disclosures regarding the LLM. including with respect to IP andrights to data.The technology company has also addressed environmental concerns and societal harms.Which of the following results would be considered biased outputs from this AI system EXCEPT?