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Amazon AIF-C01 Exam - Topic 2 Question 35 Discussion

Posted by Carey on Apr 12, 2026 at 02:11 PM

A company is using AI to build a toy recommendation website that suggests toys based on a customer's interests and age. The company notices that the AI tends to suggest stereotypically gendered toys.

Which AWS service or feature should the company use to investigate the bias?

Suggested Answer: D

Comprehensive and Detailed Explanation From Exact AWS AI documents:

Amazon SageMaker Clarify is designed to detect and explain bias in ML models and datasets.

AWS Responsible AI guidance recommends Clarify to:

Identify bias in predictions

Analyze feature attribution

Support fairness and ethical AI practices

Why the other options are incorrect:

Rekognition (A) analyzes images, not recommendation bias.

Amazon Q Developer (B) assists developers with code.

Comprehend (C) performs NLP tasks, not bias analysis.

AWS AI document references:

Amazon SageMaker Clarify Documentation

Detecting Bias in AI Systems


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22 comments · newest first
RA
Rabia Ansari 10 days ago
A Rekognition makes the most sense here because it analyzes images, not bias in model predictions for recommendations.
IS
Isabella Nielsen 2 days ago
↳ replying to Rabia Ansari
Good point, bias in recommendations needs a fairness analysis feature rather than image tools.
AL
Alpha 2 months ago
It's important to address bias in recommendations. Good question!
NA
Naomi 2 months ago
I agree, SageMaker Clarify is the best choice here.
DE
Desiree 2 months ago
Amazon Comprehend could analyze text data, but not bias.
IL
Ilene 2 months ago
Yeah, SageMaker Clarify helps with bias detection.
CA
Carmelina 3 months ago
I feel like they should use Amazon SageMaker Clarify.
KA
Kattie 3 months ago
This is a tricky question. I think bias in AI is a big issue.
AV
Avery 3 months ago
I feel like they should focus on the data inputs too, not just the AI.
EV
Eveline 3 months ago
Not sure if that’s the right choice, what about Amazon Comprehend?
MA
Margo 3 months ago
Wait, can AI really be biased? That’s surprising!
AN
Andra 3 months ago
Totally agree, it’s designed for that!
KE
Kerrie 4 months ago
I think they should use Amazon SageMaker Clarify to check for bias.
AR
Arletta 4 months ago
Amazon Comprehend analyzes text, but it’s not for bias.
AN
Annamae 4 months ago
Not sure if that will solve the problem, though.
CH
Chantay 4 months ago
Wait, can AI really be biased? That’s surprising!
KI
Kimbery 6 months ago
Totally agree, it’s designed for bias detection!
SH
Sharee 6 months ago
I think they should use Amazon SageMaker Clarify.
CA
Carline 6 months ago
I feel like we discussed Amazon Rekognition in class, but that was more about image analysis, not bias in recommendations.
MI
Mike 7 months ago
I’m a bit confused. I thought Amazon Comprehend was for text analysis, not bias detection. Is that right?
RU
Ruthann 7 months ago
I remember practicing a question about bias in AI, and SageMaker Clarify was mentioned as a tool for that. It seems like the right choice here.
FR
France 7 months ago
I think we might need to look at Amazon SageMaker Clarify for bias detection, but I'm not entirely sure how it works.
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