AI0-001 AI Concepts and Foundations Practice Question
Network Topology
Based on the exhibit, what issue should the team address?
⚠ Common exam trap
CompTIA often tests the misconception that high overall accuracy or low latency/throughput issues are the primary concerns, when the real problem is hidden bias revealed only by disaggregated performance metrics across subgroups.
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
✓
Potential fairness bias across groups
The exhibit likely shows a confusion matrix or performance metrics broken down by demographic groups (e.g., race, gender), revealing that the model's false positive or false negative rates differ significantly across groups. This disparity indicates a potential fairness bias, which must be addressed to ensure equitable outcomes, especially in high-stakes AI applications like hiring or lending.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Model accuracy below threshold
Why it's wrong here
Overall accuracy is 0.98, which is high and above typical thresholds.
- ✓
Potential fairness bias across groups
Why this is correct
The disparity in accuracy between Group B (0.83) and other groups (0.97, 0.96) indicates a fairness issue that needs to be addressed.
- ✗
High latency
Why it's wrong here
The average latency of 45 ms is acceptable for real-time applications and not a critical concern.
- ✗
Low throughput
Why it's wrong here
Throughput of 1200 requests per second is high and not an issue.
About these practice questions
Courseiva writes every AI0-001 question from scratch — 754 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →
JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI0-001 practice question is part of Courseiva's free CompTIA 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 AI0-001 exam.