Monitoring infrastructure and hosting

Monitor AI infrastructure and hosting platforms to make sure optimal performance and resource utilization. Track GPU usage, model inference latency, memory consumption, and compute efficiency to maintain stable and cost-effective AI deployments.

Instana provides real-time visibility into AI infrastructure, including GPU metrics, vLLM performance, and containerized environments. Monitor inference latency, resource consumption, and system health with AI-powered analytics that correlate metrics, traces, and logs for comprehensive troubleshooting.

Supported platforms

• GPU monitoring - Monitor NVIDIA GPU metrics through DCGM (Data Center GPU Manager)

• vLLM monitoring - Track vLLM inference performance and resource utilization