PerfectScale GPU Optimization
Provider 
Founded 2021
Sells To Enterprise
Pricing Model Recurring, Software
Ownership Venture-backed

GPU utilization visibility with rightsizing and MIG guidance for Kubernetes AI and LLM workloads.
PerfectScale GPU Optimization gives platform teams visibility into GPU utilization across Kubernetes clusters running AI and LLM workloads. It pairs usage analytics with rightsizing recommendations and NVIDIA MIG partitioning guidance to reduce idle accelerator capacity.
The offering targets organizations scaling GPU-backed inference and training on Kubernetes. It is documented on PerfectScale's official web property at c.perfectscale.io.
| Attribute | PerfectScale GPU Optimization | Pepperdata GPU Optimization | |
|---|---|---|---|
| Provider | |||
| Founded | 2021 | 2012 | |
| Sells To | Enterprise | Enterprise | |
| Pricing Model | Recurring, Software | Recurring, Software | |
| Ownership | Venture-backed | Venture-backed |
Provider 
Founded 2021
Sells To Enterprise
Pricing Model Recurring, Software
Ownership Venture-backed
Provider 
Founded 2012
Sells To Enterprise
Pricing Model Recurring, Software
Ownership Venture-backed


GPU optimization with time-slicing, MIG, and bin-packing for AI workloads on Kubernetes.

Real-time automated resource optimization for Kubernetes and YARN workloads that raises utilization and cuts cloud spend.




Autonomous real-time Kubernetes workload optimization that tunes CPU, memory, and replica counts with savings claims.


On-demand NVIDIA GPU rental across certified data centers with per-minute billing.


GPU-as-a-Service platform providing on-demand NVIDIA GPU cloud solutions for AI, ML, and HPC workloads


Open-source USD price per GPU-hour across H100, H200, B200, and B300, refreshed every 15 minutes.


Cloud GPU Rental Price Index compiles monthly cloud GPU rental prices across providers and models.




High-bandwidth, low-latency cloud networking for distributed AI and GPU clusters.


InferenceX continuously benchmarks LLM inference throughput, latency, and cost across GPU vendors.
GPU optimization with time-slicing, MIG, and bin-packing for AI workloads on Kubernetes.

Real-time automated resource optimization for Kubernetes and YARN workloads that raises utilization and cuts cloud spend.

Kubernetes-native GPU orchestration and workload management platform for AI training and inference clusters.

Continuous ML-powered Kubernetes rightsizing from StormForge.

Autonomous real-time Kubernetes workload optimization that tunes CPU, memory, and replica counts with savings claims.

Vast.ai GPU Cloud rents on-demand GPU instances from a distributed host marketplace.

On-demand NVIDIA GPU rental across certified data centers with per-minute billing.

GPU-as-a-Service platform providing on-demand NVIDIA GPU cloud solutions for AI, ML, and HPC workloads

Open-source USD price per GPU-hour across H100, H200, B200, and B300, refreshed every 15 minutes.

Cloud GPU Rental Price Index compiles monthly cloud GPU rental prices across providers and models.

RunPod Cloud is a GPU cloud computing platform for AI and ML workloads.

Vast.ai Serverless runs autoscaling GPU inference endpoints on managed capacity.

High-bandwidth, low-latency cloud networking for distributed AI and GPU clusters.

InferenceX continuously benchmarks LLM inference throughput, latency, and cost across GPU vendors.
