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AIF-C01 Practice Question: Using Amazon Bedrock Knowledge Bases with a RAG…

A company is using Amazon Bedrock Knowledge Bases with a RAG pipeline. They want to improve the relevance of retrieved chunks for user queries. Which TWO configuration changes are likely to help?

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

Use a model with higher-dimensional embeddings

Reducing chunk size can improve precision, and using embeddings with higher dimensions may capture more semantic nuance. Increasing chunk size typically reduces precision, and disabling chunking would break retrieval. Increasing max context length does not affect retrieval.

Answer analysis

Option-by-option breakdown

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

  • Use a model with higher-dimensional embeddings

    Why this is correct

    Higher dimensions can capture finer semantic differences.

  • Disable chunking and store entire documents as single vectors

    Why it's wrong here

    Storing whole documents loses granularity and harms retrieval relevance.

  • Reduce the chunk size

    Why this is correct

    Smaller chunks can retrieve more specific, relevant content.

  • Increase the model's max context length

    Why it's wrong here

    Context length does not impact retrieval quality.

  • Increase the chunk size

    Why it's wrong here

    Larger chunks may include irrelevant information, reducing precision.

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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.