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AI-300 Practice Question: Generative AI Quality Assurance And Observability

In an LLM pipeline, what is the primary risk of relying solely on automated 'Groundedness' evaluators?

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

They may have false negatives and miss subtle hallucinations

Automated evaluators (LLM-as-a-judge) may have their own biases or may incorrectly classify outputs, leading to false negatives/positives.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • They prevent the use of custom prompts

    Why it's wrong here

    They do not restrict prompt usage.

  • They always increase latency significantly

    Why it's wrong here

    Latency is a factor, but not the primary risk of accuracy.

  • They require a permanent database connection

    Why it's wrong here

    This is an architectural requirement, not a quality risk.

  • They may have false negatives and miss subtle hallucinations

    Why this is correct

    No automated evaluator is perfect; it can miss complex or subtle hallucinations.

About these practice questions

This AI-300 question is part of Courseiva's 204-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →

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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 Microsoft exam blueprint

This AI-300 practice question is part of Courseiva's free Microsoft 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 AI-300 exam.