Answer: Generate simple metrics, reports, and examples by using Amazon SageMaker Clarify.

## Detailed Explanation For a medical company customizing a foundation model (FM) for diagnostic purposes, ensuring transparency and explainability to meet regulatory requirements is critical. Among the given options: **Option B (Amazon SageMaker Clarify) is the correct choice** because it is specifically designed to address model transparency and explainability needs. Amazon SageMaker Clarify provides tools to: - Generate bias reports that identify potential biases in training data and model predictions - Create feature importance metrics that explain which features most influence model decisions - Produce visual explanations and example-based insights that help stakeholders understand how the model arrives at its diagnostic conclusions - Provide model interpretability reports that can be shared with regulatory bodies to demonstrate compliance This directly addresses the regulatory requirements in healthcare where understanding model decision-making processes is essential for validation, trust, and compliance with standards like HIPAA, FDA regulations, and ethical AI guidelines. **Why other options are less suitable:** - **Option A (Amazon Inspector)**: This service focuses on security vulnerability assessment for applications and infrastructure, not model transparency or explainability. - **Option C (Amazon Macie)**: This service is designed for data security and privacy, specifically for discovering and protecting sensitive data through machine learning, but doesn't provide model explainability features. - **Option D (Amazon Rekognition with custom labels)**: While Rekognition can help with image labeling and data augmentation, it doesn't inherently provide the transparency and explainability features needed to meet regulatory requirements for diagnostic models. In healthcare diagnostics, regulatory bodies require clear understanding of how AI models make decisions to ensure patient safety, avoid bias, and maintain trust. Amazon SageMaker Clarify is the AWS service specifically built to address these exact requirements through comprehensive model analysis and reporting capabilities.

Author: LeetQuiz Editorial Team