AIP-C01 Practice Question: Foundation Model Integration Data And Compliance
A developer needs to handle documents that are too large to fit in a single prompt. What is the most recommended approach?
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 Knowledge Base to perform retrieval and generation.
Using a Knowledge Base with a retriever-generator pattern ensures that only relevant chunks are sent to the LLM, effectively managing context windows.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Compress the text using a ZIP algorithm before sending.
Why it's wrong here
Models cannot process compressed binary data.
- ✗
Concatenate all text and send it in one prompt.
Why it's wrong here
This will likely exceed the model's context window.
- ✗
Ask the user to split the document.
Why it's wrong here
This is a poor user experience and not a technical solution.
- ✓
Use a Knowledge Base to perform retrieval and generation.
Why this is correct
This automatically manages chunking and context window limits.
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.