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

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, [...]
Every NVMe array pays a hidden storage tax — either 12–18% of line rate lost to a hardware RAID controller, or 18–28% of host CPU consumed by software RAID. With enterprise NVMe pricing up ~257% since Q2 2025, that tax now hits a much bigger check. SupremeRAID™ eliminates both halves by running RAID I/O on an NVIDIA GPU: full line-rate throughput, CPU cores returned to your applications, enterprise-grade protection on one card.
Graid Technology is excited to join the AI Powered Data Centre Conference 2026 as a Silver Partner in Mumbai, India. As AI workloads continue to drive new demands on data centre infrastructure, we will showcase how SupremeRAID™ GPU-accelerated NVMe RAID helps reduce storage bottlenecks, improve data protection, and enable higher performance for AI, HPC, and next-generation data centres.