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Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions

Exhibit

Refer to the exhibit.
```
{
  "budgetDisplayName": "genai-budget",
  "alertThresholdExceeded": 1.0,
  "costAmount": 12500,
  "budgetAmount": 10000,
  "alertName": "projects/123456789/budgets/12345"
}
```

A team set a budget alert for their GenAI API usage at $10,000. They received the alert with current spend of $12,500. Which business action is most appropriate as a first step?

⚠ Common exam trap

Google Cloud often tests the misconception that immediate cost-cutting actions (like pausing or switching models) are the best first step, when in fact data-driven analysis and optimization should precede any operational or financial changes.

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

✓

Review usage patterns and optimize prompt lengths and frequencies

The first step in responding to a budget overrun should be to analyze usage patterns and optimize prompt lengths and frequencies. This approach identifies inefficiencies (e.g., unnecessarily verbose prompts, excessive retries) that directly reduce token consumption and cost without disrupting critical operations. It aligns with the principle of cost optimization before making architectural or policy changes.

Answer analysis

Option-by-option breakdown

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

✗
Pause all non-critical use cases immediately
Why it's wrong here
Pausing without analyzing which use cases are driving cost could halt valuable projects unnecessarily.
✗
Switch to a cheaper model provider
Why it's wrong here
Switching providers is a major undertaking and may not be necessary if usage can be optimized on the current platform.
✓
Review usage patterns and optimize prompt lengths and frequencies
Why this is correct
Optimizing usage is the most cost-effective first step; it can reduce consumption without disrupting operations.
✗
Increase the budget by 50% to $15,000
Why it's wrong here
Increasing the budget without analysis may lead to continued overspend and does not address the underlying usage growth.

Go deeper

Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions

Exhibit

Why each option matters

Option-by-option breakdown

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