You are responsible for managing the scalability of an Azure AI service. The service experiences variable workloads, with periods of high demand followed by periods of low demand. What strategies can you employ to ensure the AI service can scale efficiently and cost-effectively?

Simulated

Provision a fixed number of AI resources regardless of workload demand and do not implement any scaling mechanisms.

18.2%

Manually scale the AI service up or down based on workload demand, but do not implement any automation or auto-scaling mechanisms.

0.0%

Implement auto-scaling based on CPU utilization and configure scaling policies to scale the AI service up or down based on demand.

72.7%

Implement auto-scaling based on a fixed schedule regardless of actual workload demand, and ignore any performance metrics or cost implications.

9.1%

Microsoft Certified Azure AI Engineer Associate - AI-102