AIF-C01 Applications of Foundation Models Practice Question
A marketing team is using a foundation model to generate marketing copy. Which THREE of the following should they consider to ensure responsible and cost-effective use?
⚠ Common exam trap
AWS often tests the misconception that model size (parameters) is a key cost driver, but in practice, cost is tied to token consumption and inference infrastructure, not just parameter count, and latency is a performance metric, not a cost or responsibility factor.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Bias mitigation to avoid unfair stereotypes
Bias mitigation is essential for responsible AI use; foundation models can perpetuate harmful stereotypes if not carefully monitored, and the marketing team must ensure their generated copy does not unfairly target or misrepresent any group. This aligns with AWS's responsible AI principles, including fairness and avoiding bias in model outputs.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Bias mitigation to avoid unfair stereotypes
Why this is correct
Reduces risk of biased messaging that can harm brand reputation.
- ✓
Cost per token for the model
Why this is correct
Directly affects the overall cost of the campaign.
- ✗
Model size (number of parameters)
Why it's wrong here
While relevant, it is less directly tied to responsible and cost-effective use.
- ✓
Toxicity detection in generated content
Why this is correct
Ensures the copy does not contain harmful or offensive material.
- ✗
Latency of model inference
Why it's wrong here
Latency is a performance metric, not a primary responsibility or cost driver.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.