Q11Operational 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?
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D 1
The answer is D because it delivers all three requirements — unified dashboards correlating technical and imported business metrics, composite alarms with anomaly detection for intelligent correlated alerting, and SNS for stakeholder notifications — entirely within the CloudWatch ecosystem that the engineering team already uses, requiring minimal new infrastructure, no new services to operate, and no custom code while providing the most sophisticated alerting capability (anomaly detection + composite alarms) of all options presented.
D 1
Proactive Monitoring: Incorporating Anomaly Detection allows CloudWatch to learn the "normal" patterns of your business (e.g., higher traffic on weekends) and only trigger alerts when a metric deviates from its expected baseline, reducing false positives.
A 1
Gemini answer is A
D 1
Answer is D
1
Delete please