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AI0-001 AI Infrastructure and Technologies Practice Question

A company uses Azure OpenAI to generate marketing copy. They need to manage costs and ensure consistent response quality. Which TWO actions should they take?

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 prompt caching to avoid reprocessing identical inputs

Implementing rate limits prevents exceeding token budgets; prompt caching reduces repeated API calls. Fine-tuning is expensive; increasing max tokens may increase costs; using a less capable model may harm quality.

Answer analysis

Option-by-option breakdown

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

  • Fine-tune the model on previous marketing copy

    Why it's wrong here

    Fine-tuning is costly and may not directly control costs or quality consistency.

  • Use prompt caching to avoid reprocessing identical inputs

    Why this is correct

    Caching reduces token usage and latency for repeated prompts.

  • Switch to a cheaper, less capable model

    Why it's wrong here

    A cheaper model may degrade quality, contradicting consistency goals.

  • Implement rate limiting and token-based throttling

    Why this is correct

    Rate limiting prevents unexpected cost spikes by controlling request volume.

  • Increase max tokens per response to ensure completeness

    Why it's wrong here

    Increasing max tokens raises cost per request without guaranteeing consistency.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AI0-001 practice question is part of Courseiva's free CompTIA 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 AI0-001 exam.