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Foundation Model Integration Data And CompliancehardMultiple SelectObjective-mapped

AIP-C01 Practice Question: Foundation Model Integration Data And Compliance

A developer is designing a RAG system and wants to ensure high-quality retrieval. Which THREE techniques should be implemented to improve semantic search relevance?

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

Using a reranking model to score retrieved documents

Hybrid search, reranking, and semantic chunking are standard best practices for enhancing RAG retrieval accuracy.

Answer analysis

Option-by-option breakdown

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

  • Using a reranking model to score retrieved documents

    Why this is correct

    Reranking improves the relevance of the retrieved document set before generation.

  • Applying semantic chunking based on document structure

    Why this is correct

    Semantic chunking keeps related information together better than fixed-size chunking.

  • Increasing the vector dimension size to maximum

    Why it's wrong here

    Dimension size is fixed by the embedding model and doesn't directly dictate relevance.

  • Implementing hybrid search combining keyword and vector search

    Why this is correct

    Hybrid search captures both lexical matches and semantic meaning.

  • Using only fixed-size overlap chunking

    Why it's wrong here

    Fixed-size chunking often splits context, reducing retrieval quality.

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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.