AIF-C01 Question 72
Select 3A company wants to use a generative AI model to automate the creation of personalized marketing content for its customers. Which of the following considerations should the company keep in mind when assessing the capabilities and limitations of generative AI for this use case?
- A
Generative AI can produce creative content, but the results may require human review to ensure quality and brand consistency.
- B
Generative AI can guarantee accuracy in factual content without needing additional validation processes.
- C
Generative AI models may unintentionally produce biased content depending on the training data used.
- D
Generative AI can operate effectively without any domain-specific fine-tuning for all industries.
- E
Generative AI may require large-scale computational resources for inference and training.
Show answer and explanation
Correct answers: A, C, E
Explanation
Generative AI offers significant potential for creative automation, but businesses must understand its limitations, such as potential biases, the need for human intervention, and computational demands. It is not a one-size-fits-all solution and often requires fine-tuning and validation to align with specific business needs and context.
- A. Correct.
Correct. Generative AI can create creative and personalized content, but human review is often necessary to ensure the output aligns with quality and branding standards.
- B. Incorrect.
Incorrect. Generative AI cannot guarantee factual accuracy. Outputs should be validated, especially for customer-facing materials.
- C. Correct.
Correct. Biases in training datasets can lead to biased outputs, which is a limitation of generative AI that needs to be managed.
- D. Incorrect.
Incorrect. While generative AI is powerful, it often requires fine-tuning with domain-specific data to generate relevant and effective content for a specific industry.
- E. Correct.
Correct. Generative AI models, especially large ones, can demand significant computational power for both training and inference, which can be a limitation for businesses with limited resources.