GPU observability & efficiency
GPU observability & efficiency covers tools that monitor GPU health, utilisation, power and cost.
In brief
GPU observability & efficiency, in brief.
What it isGPU observability & efficiency covers tools that monitor GPU health, utilisation, power and cost.
Where it sitsOne of 14 categories in the Compute layer. Compute is the hardware AI runs on and the companies that rent it out: GPU clouds, AI chips, servers, data centres, and the software that schedules jobs across them. It is where the cost of training and running models is set.
What we track23 products, including Amazon CloudWatch Container Insights (GPU), AMD Device Metrics Exporter / AMD SMI, CAST AI (GPU autoscaling & cost), Datadog GPU Monitoring and Google Cloud Monitoring (GPU metrics).
The products
23 products in GPU observability & efficiency.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
GPU observability & efficiency, answered.
What is GPU observability & efficiency in AI infrastructure?GPU observability & efficiency covers tools that monitor GPU health, utilisation, power and cost.
Which layer of AI infrastructure is GPU observability & efficiency in?GPU observability & efficiency is in the Compute layer. Compute is the hardware AI runs on and the companies that rent it out: GPU clouds, AI chips, servers, data centres, and the software that schedules jobs across them. It is where the cost of training and running models is set.
Which products are in GPU observability & efficiency?We track 23 products in GPU observability & efficiency, including Amazon CloudWatch Container Insights (GPU), AMD Device Metrics Exporter / AMD SMI, CAST AI (GPU autoscaling & cost), Datadog GPU Monitoring, Google Cloud Monitoring (GPU metrics), gpustat, Grafana Cloud + DCGM dashboards and Holistic Trace Analysis (HTA). The full list is on this page.
Compute
The other categories in Compute.
AI chips / accelerator cloudsAI data centres & colocationAI networking & optical interconnectAI servers & on-prem systemsAI storage for GPU clustersCloud GPU notebooks & dev environmentsCompute price indexes & GPU price trackersEdge AI accelerators & NPU toolchainsGPU cluster schedulers & orchestrationGPU marketplacesHyperscaler GPUNeoclouds / GPU cloudsServerless GPU