AIP-C01 Testing Validation And Troubleshooting Practice Question
A developer is creating a test suite for an LLM application. Which THREE of the following metrics are commonly used to evaluate RAG system performance?
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
✓
Answer Relevance
Faithfulness, answer relevance, and context precision are the key components of RAGAS evaluation.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Answer Relevance
Why this is correct
Measures how relevant the answer is to the original query.
- ✓
Context Precision
Why this is correct
Measures if the relevant items are ranked higher in the retrieval.
- ✗
Model Training Loss
Why it's wrong here
This is for model fine-tuning performance, not RAG evaluation.
- ✓
Faithfulness
Why this is correct
Measures if the answer is derived solely from the retrieved context.
- ✗
Inference Latency
Why it's wrong here
This is a system performance metric, not a RAG-specific evaluation metric.
About these practice questions
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JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official Amazon Web Services exam blueprint
This AIP-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 AIP-C01 exam.