AI Strategy & Implementation Flashcards
7 cards from real CAIC practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 7 AI Strategy & Implementation flashcards as text
In a multi-stakeholder AI project, who is typically responsible for defining the business problem that AI will address?
Answer: The business owner or subject matter expert from the relevant department
Business owners and domain experts understand the operational pain points and desired outcomes, making them responsible for defining the problem AI should solve.
Which of the following represents a 'long-tail' risk in AI deployment that organizations often overlook?
Answer: Edge cases where AI performs unexpectedly due to rare but impactful input scenarios
Long-tail risks involve rare input conditions that were underrepresented in training data, which can cause models to fail in high-stakes or unexpected ways.
What does 'AI maturity model' help an organization determine?
Answer: Its current level of AI capability and the steps needed to advance to higher levels of sophistication
An AI maturity model provides a structured framework for assessing current capabilities and planning a progression toward more advanced, value-generating AI adoption.
A company's AI pilot succeeded technically but failed to scale. The MOST likely cause is:
Answer: Organizational, process, or integration challenges that were not addressed during the pilot phase
Technical success in a pilot often fails to scale due to change management, process redesign, and integration complexities that emerge at full organizational scale.
Which of the following is the BEST description of 'responsible AI'?
Answer: AI designed and deployed with attention to fairness, transparency, privacy, security, and accountability
Responsible AI encompasses a set of principles ensuring AI systems are trustworthy, equitable, and aligned with societal values and legal requirements.
When developing an AI strategy for a highly regulated industry such as healthcare, which constraint most directly shapes implementation choices?
Answer: Compliance with regulations like HIPAA that govern data privacy, model auditability, and clinical validation requirements
Regulatory requirements in healthcare dictate how data is handled, how models must be validated, and what audit trails must be maintained, fundamentally shaping implementation.
An AI consultant conducting a gap analysis for a client should primarily identify:
Answer: The difference between the client's current AI capabilities and what is required to achieve their strategic AI goals
A gap analysis maps the delta between current state and target state, revealing the specific capability, data, talent, and process gaps that must be closed.