Innogrit whitepaper illustration related to White Paper: Breaking the RAID Bottleneck for AI: SupremeRAID 2.0 + InnoGrit N3X
Whitepaper
April 6, 2026

White Paper: Breaking the RAID Bottleneck for AI: SupremeRAID™ 2.0 + InnoGrit N3X

Introduction

AI infrastructure is redefining the limits of storage systems. Unlike traditional enterprise workloads, AI pipelines generate highly parallel, mixed I/O patterns that quickly expose the limitations of CPU-based RAID architectures.

In collaboration with InnoGrit, this whitepaper explores how a GPU-accelerated RAID architecture combined with ultra-low latency NVMe media fundamentally changes storage performance for AI environments.

>> Read the Whitepaper

The Challenge: AI Breaks Traditional Storage

Modern AI workloads demand:

  • Massive parallel read operations for training
  • Write-intensive bursts for checkpointing and logging
  • Continuous metadata access across distributed systems

Traditional RAID—especially parity RAID—struggles under these conditions due to:

  • CPU bottlenecks
  • degraded-mode performance collapse
  • inefficient handling of random writes

This creates a critical gap between GPU compute performance and storage capability.

The Solution: GPU-Accelerated RAID + SLC NVMe

The test platform combines:

  • SupremeRAID™ 2.0 (GPU-based RAID engine), powered by the NVIDIA RTX 2000E Ada
  • 24x InnoGrit N3X SLC NVMe SSDs

This architecture eliminates the traditional trade-off between data protection and performance, enabling parity RAID at near-native NVMe speeds.

All results demonstrate consistent performance under both optimal and degraded conditions—where traditional RAID typically collapses.

Conclusion

AI demands a fundamentally different storage architecture—one that is parallel, resilient, and efficient.

By combining SupremeRAID™ 2.0 GPU acceleration with InnoGrit N3X SLC NVMe, this solution delivers:

  • multi-million IOPS performance
  • consistent degraded-mode throughput
  • minimal CPU overhead

>> Read The Whitepaper

Learn More

News & Resources

Join Graid Technology at the 2026 Dell Technologies Forum Shanghai on August 21! Discover how Dell × SupremeRAID™ solutions power AI from cloud to edge—from private AI and HPC clusters to edge AI and KV Cache offloading—with 2–10× higher storage performance, up to 80 GB/s per node, and up to 24× faster TTFT.
Don't miss our joint speaker session with Supermicro, where we'll walk through scaling approaches across every tier, from single-server to rack-scale to monolithic deployments, and show how dense NVMe GPU platforms paired with SupremeRAID™ turn SSDs into a high-performance, protected KV cache tier. If storage is becoming your AI infrastructure bottleneck, this is the session to catch. See you at FMS 2026!
Graid Technology has achieved an industry-first benchmark: 100 million IOPS on a protected RAID 5 volume for GPU-initiated I/O, built from 32 KIOXIA XD8 NVMe SSDs. The result shows that resilient NVMe storage can now operate at the scale that current and future AI deployments require, which is especially significant for environments that require both extreme performance and enterprise-class data protection. In benchmark testing with a WholeGraph training workload, [...]