Pepperdata, a leading name in Kubernetes resource optimization, has officially launched pepperdata.ai, an innovative platform designed to automate GPU resource management and significantly reduce the cost of running AI workloads both in the cloud and on-premises. The announcement was made ahead of KubeCon and CloudNativeCon North America 2025, taking place from November 11–13 at the Georgia World Congress Center in Atlanta, GA.

Pepperdata’s new platform directly tackles one of the biggest challenges in AI infrastructure: underutilized GPUs. As organizations continue scaling up their GPU resources to meet the growing demand for AI and machine learning applications, inefficiencies have become increasingly costly. “As enterprises scale up GPU infrastructure to support AI initiatives, they are discovering a painful truth: Most GPUs are underutilized. Expensive hardware sits idle or fragmented, while operators struggle to balance performance, cost, and access,” said Ash Munshi, CEO of Pepperdata. He added, “Pepperdata intelligently allocates and manages GPU resources, ensuring that critical AI workloads, including Real-Time Inference, Batch Inference, and Jupyter Notebooks, receive the necessary computing power while eliminating waste and delivering substantial savings and faster time-to-insight.”

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With pepperdata.ai, the company introduces two complementary optimization solutions:

  1. GPU Demand Optimization – This tool enables platform owners to identify mismatches between GPU supply and demand. It allows them to strategically shift workloads by time or GPU type, ensuring even distribution across their entire GPU footprint and maximizing usage.
  2. GPU Resource Optimization – Leveraging NVIDIA’s Multi-Instance GPU (MIG) technology, this feature automatically partitions GPUs into secure, independent pools. This setup enhances workload placement, enabling more workloads to run simultaneously, boosting throughput, and delivering measurable cost savings whether in the cloud or on-prem.

To celebrate the platform’s debut, Pepperdata announced a special launch program. The first 20 visitors who sign up at booth #1841 during KubeCon will receive one month of free access to pepperdata.ai. Attendees will also get the chance to:

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  • Explore the platform’s advanced GPU optimization capabilities
  • Discuss real-world GPU efficiency challenges with Pepperdata experts
  • Participate in the “Guess the Peppers Contest” to win an Apple iPad
  • Take home a bottle of Pepperdata’s signature hot sauce, symbolizing their mantra “apply the sauce and reduce the costs.”

With pepperdata.ai, the company is reshaping the future of AI infrastructure management, helping enterprises unlock peak GPU performance while keeping costs firmly under control.

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