Optimize GPU Efficiency and Spend

Match GPU supply with demand. Maximize GPU utilization at scale. Dramatically reduce costs.

Match GPU Supply with Demand Across Your GPU Footprint

Pepperdata Demand Optimization for GPUs

Identify mismatches between GPU supply and demand
Shift demand strategically by time or GPU type 
Maximize GPU usage by spreading demand across your GPU footprint
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Before and after of Pepperdata.ai Demand Optimization

"We really value Pepperdata's GPU demand map because it solves our GPU scheduling challenges with our teams around the world."

—Technical Fellow, Fortune 10 Enterprise

Optimize GPU Resource Efficiency

Pepperdata Resource Optimization for GPUs

Improve GPU utilization in the cloud or on prem
Increase throughput automatically with the same resources
Realize significant cost savings by running more workloads on fewer, better utilized GPUs
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Before and after applying Pepperdata Resource Optimization

 

"We consider Pepperdata to be the optimization layer for all our platforms, including our GPU environments. Our end users can rely on Pepperdata to do all the optimization for them, automatically—which frees them to focus on more strategic value-add initiatives for our company." 

—Cluster Operations Manager, Fortune 10 Enterprise

Supported Technologies

GPUs
  •   Demand Optimization: All NVIDIA GPUs
  •   Resource Optimization: NVIDIA A100 and newer GPUs
Environments
  • Apache Ray
  • Amazon EKS
  • Google Kubernetes Engine
  • Microsoft AKS
  • On-premises environments
Workloads
  • Real-Time Inference
  • Batch Inference
  • Jupyter Notebooks

Frequently Asked Questions

How does the waitlist work?

We're currently and actively onboarding large-scale enterprises seeking to optimize their GPU efficiency and spend. Joining the waitlist puts you at the front of the line for early access to Pepperdata's powerful GPU optimization capabilities.

What is GPU Demand Optimization?

Pepperdata Demand Optimization provides GPU platform owners with a holistic understanding of GPU supply and demand in their environment. Instead of reacting to requests from across the company, Pepperdata empowers platform owners to proactively address imbalances between GPU demand and availability, transforming GPU resource management from reactive and ad hoc to proactive and data driven.

How does Pepperdata differ from the GPU monitoring solution I'm already using?

Pepperdata delivers actionable intelligence far beyond traditional GPU monitoring tools. Pepperdata offers unique visibility into GPU supply and demand across your entire fleet over time, empowering platform owners to make data-driven decisions about workload placement by schedule or GPU type, rather than simply reacting to one-off opportunities or requests. With Pepperdata, platform teams can now proactively anticipate and resolve imbalances between GPU demand and availability.

What is GPU Resource Optimization?

Pepperdata Resource Optimization maximizes utilization and significantly reduces GPU cost by leveraging NVIDIA's Multi-Instance GPU (MIG) feature. Pepperdata continuously monitors GPU usage and demand. Based on this real-time data, Pepperdata dynamically creates the pools of sliced GPUs, adjusting the capacity of each GPU pool so each can scale up or down as needed to prevent underutilization and bottlenecks. Pepperdata then intelligently assigns workloads to the most appropriate GPU slices, learning from historical usage patterns to refine these assignments over time.

How much does Pepperdata cost?

Pepperdata’s pricing is based on a fraction of your savings, so that you will never pay more for Pepperdata than what you automatically recover in savings from using Pepperdata.

Start Optimizing Your GPUs

Ready to get started optimizing your GPU spend at scale?

Pepperdata is currently working with a select group of partners with large-scale GPU environments. 

Fill out the form to secure your spot on the waitlist.