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PMI-CPMAI Exam - Topic 3 Question 3 Discussion

Actual exam question for PMI's PMI-CPMAI exam
Question #: 3
Topic #: 3
[All PMI-CPMAI Questions]

A finance company is planning an AI project to improve fraud detection. The project manager has identified multiple cognitive patterns that can be used.

Which method will narrow the project scope?

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Suggested Answer: A

PMI-CP/CPMAI emphasizes that scoping AI projects is fundamentally about focus and feasibility: selecting a small number of high-value, achievable objectives rather than attempting to cover every conceivable pattern or use case at once. When a project manager has identified multiple cognitive patterns (for example, anomaly detection, predictive scoring, and document understanding) for fraud detection, the next discipline step is prioritization.

The framework recommends ranking candidate patterns based on criteria such as business impact (fraud loss reduction, improved detection rate, reduced false positives), implementation complexity (data availability, technical difficulty, integration effort), risk, and time-to-value. By doing this, the team can select one or two patterns that deliver strong benefits quickly and can be iterated on, while deferring or discarding lower-value or high-complexity ideas.

Attempting to implement all identified patterns in parallel expands scope, increases coordination overhead, and raises delivery risk; rotating through them without prioritization delays concrete value. Comparing against noncognitive requirements helps with design but doesn't itself narrow the scope. The method that explicitly narrows scope in line with CPMAI guidance is prioritizing patterns based on their potential impact and complexity, and choosing a focused subset to implement first.


by Shawnna at Dec 17, 2025, 01:04 PM

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Leslie
B could work, but it feels too broad.
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Jarvis
5 days ago
Agreed! Complexity matters too. We need to be efficient.
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Bette
10 days ago
I think A is the best choice. Focus on impact first.
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Kindra
15 days ago
Not sure if A) is enough to narrow it down effectively.
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Rodolfo
21 days ago
A) makes the most sense, focus on what matters!
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Yvonne
26 days ago
Surprised that D) is even an option! That sounds chaotic.
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Scot
1 month ago
I think B) could work too, but not as effectively.
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Douglass
1 month ago
Comparing cognitive and non-cognitive patterns? That's like mixing apples and oranges. A all the way!
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Portia
2 months ago
Option B is just overthinking it. Keep it simple and go with A. Prioritize those patterns!
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Chandra
2 months ago
Rotating through patterns sequentially? That's like trying to herd cats. Option A is the clear winner here.
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Sanda
2 months ago
Haha, Option D is like throwing spaghetti at the wall and seeing what sticks. Not very efficient if you ask me.
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Moira
2 months ago
I agree with Marguerita. Option A is the way to go. Trying to implement all patterns in parallel is just going to create a mess.
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Marguerita
3 months ago
Option A seems like the best approach to narrow the project scope. Prioritizing patterns based on impact and complexity will help focus the team's efforts.
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Dwight
3 months ago
Implementing everything at once, like in option D, sounds risky. I think we need to be more strategic to avoid overwhelming the team.
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Lindsey
3 months ago
I feel like rotating through patterns, like in option C, could help us learn quickly, but it might not narrow the scope effectively.
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Carissa
3 months ago
I'm not entirely sure, but I remember a practice question where narrowing down options was key. Maybe option B could work too?
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German
3 months ago
Implementing all the patterns in parallel seems like overkill. That would just create a lot of extra work without necessarily improving the fraud detection.
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Vivan
4 months ago
Rotating through patterns in short iterations could work, but I'm not sure that's the most efficient approach. Wouldn't it be better to prioritize upfront?
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Beth
4 months ago
I'm a bit confused about comparing cognitive patterns to non-cognitive requirements. How exactly would that narrow the scope? Seems like an extra step.
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Kayleigh
4 months ago
I think option A makes the most sense since prioritizing based on impact and complexity could really help focus the project.
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Jacqueline
4 months ago
I think prioritizing patterns based on impact and complexity is the way to go. That will help us focus on the most important and feasible patterns first.
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Michell
4 months ago
A) is definitely the best choice here.
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