QuestionQ11

Operational Efficiency and Optimization for GenAI Applications

A large ecommerce company has deployed a foundation model (FM) to create product descriptions. The company’s engineering team uses Amazon CloudWatch to monitor technical metrics such as token usage, latency, and error rates. Its marketing team tracks business metrics, including conversion rates and revenue impact, in separate systems.

The company requires a unified observability solution that correlates technical performance with business outcomes. The solution must automatically alert stakeholders when operational metrics show degradation. It must also deliver comprehensive visibility across both technical and business metrics.

Which solution meets these requirements?

Explanation

Business metrics can be imported or published as CloudWatch custom metrics and shown with operational metrics in CloudWatch dashboards. Metric alarms can monitor each metric, and CloudWatch composite alarms use Boolean logic over underlying alarm states to represent correlated technical and business conditions. A composite alarm can send state-change notifications to stakeholders through Amazon SNS.

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