Artificial Intelligence (AI) is reshaping how all industries manage their data. Whether you’re training machine learning models, deploying deep learning frameworks, or working with large language models (LLMs), one thing is clear: you need storage with the performance to do the job. Managing massive datasets isn’t just about storing data—it’s about ensuring your AI systems have fast, seamless, and reliable access.
At Hammerspace, we understand the challenges you face. That’s why we’ve created a solution that works with your current infrastructure while eliminating the bottlenecks and inefficiencies that often come with traditional storage systems.
If you’re tired of struggling with performance issues, data silos, and storage complexity, let’s talk about what AI storage means—and how it can help you achieve your goals faster, more efficiently, and at a lower cost.
What is AI Storage, and Why Does It Matter to You?
AI storage is much more than just a place to keep your data. It’s a system designed specifically to meet the demands of artificial intelligence workloads, which require:
- Access to massive, unstructured datasets (images, videos, text, sensor data, and more).
- High performance to keep GPUs and compute resources fully utilized, and operating at peak efficiency.
- No limits to scalability as your projects grow.
Unlike traditional storage systems, which are typically too slow, AI storage has the performance to give your AI applications what they need to run without interruption, helping you speed up innovation and save resources.
Key AI Storage Challenges and How to Overcome Them
Managing AI workloads comes with its own set of challenges. Here are some you may be dealing with right now—and how smarter AI storage can help you solve them:
1. Your Data is Scattered Across Locations
If your data lives in silos across one or more on-premises data centers, edge devices, and the cloud, it can be a nightmare to access what you need when you need it. Copying data between environments is slow, operationally complex, creates risk, and adds unnecessary expense.
Our Solution: Hammerspace’s Global Data Platform unifies your data into a global namespace across existing or new storage from any vendor, making it accessible from anywhere. Whether your workloads run on-prem, in the cloud, or across multiple locations, you’ll get seamless access without the hassle of manually copying files across incompatible silos.
2. Scaling is Expensive and Inefficient
As your datasets grow, traditional storage systems can quickly become a bottleneck. AI use cases need high performance storage, and the ability to scale to handle any capacity of data. If the ability to do this requires adding net-new high-performance storage repositories, the costs of AI projects can spiral out of control.
Our Solution: Hammerspace’s Hyperscale NAS architecture is built to scale linearly, even increasing the performance of existing NAS platforms. Hammerspace automatically stages only the files that are needed into this high-performance tier while retaining direct access to global datasets across all existing silos, sites, and clouds. This means you can leverage what you have to take advantage of scale and performance without spending money on unnecessary upgrades or redundant infrastructure.
3. GPU Idle Time is Eating into Your Budget
When your storage can’t keep up with AI computing requirements, your GPUs sit idle waiting for data to load. This not only slows down your projects but also wastes resources.
Our Solution: With Tier 0, we’ve created a high-performance shared storage layer that eliminates GPU idle time. By unlocking stranded local NVMe storage on your GPU servers, Tier 0 gives you ultra-fast performance for checkpointing and other tasks with capacity you already own—boosting efficiency by up to 15%.
4. Managing Your Data Feels Overwhelming
Let’s face it: managing AI data isn’t easy. It involves copying files between often incompatible storage tiers, ensuring high availability, and controlling costs—all without disrupting your workflows.
Our Solution: Hammerspace automates non-disruptive data orchestration, so you don’t have to. Whether it’s moving cold data to cheaper storage or ensuring critical datasets are instantly accessible to GPUs training, we handle it for you based upon your business rules.
Why Performance Matters for AI Storage
When it comes to AI, performance isn’t optional. GPUs and other accelerators can process massive amounts of data, but they need fast access to it to work efficiently. Storage bottlenecks can grind everything to a halt, delaying your results and increasing costs.
Here’s how Hammerspace ensures your AI projects run smoothly:
- High Throughput: We deliver the speed your GPUs need to process datasets without waiting.
- Low Latency: Our architecture ensures rapid access to data, no matter where it’s stored.
- Optimized for Unstructured Data: Whether it’s video, images, or logs, Hammerspace handles unstructured data effortlessly.
How Tier 0 and Hyperscale NAS Unlock the Full Potential of Your GPUs
One of the most common pain points we hear from clients is wasted GPU potential. Your GPUs are powerful but only as good as the data feeding them. You’re wasting valuable compute cycles if your storage can’t keep up.
That’s where both Tier 0 and Hyperscale come in.
What is Tier 0?
Tier 0 is a high-performance shared storage layer utilizing stranded local NVMe storage in your GPU servers. This technology unlocks this otherwise underutilized capacity turning it into an ultra-fast tier in front of externally attached storage systems. Tier 0 transforms capacity that you already own into a shared resource that is protected, and part of a seamless global file system that all your GPUs can access.
What Does Tier 0 Do for You?
- Reduces Checkpointing Times: Freeing up GPU cycles and speeding up your workflows.
- Improves GPU Utilization: Ensuring your expensive hardware works for you—not sitting idle.
- Reduces the Need for External Storage Systems: Saving you money on infrastructure costs and reducing power consumption.
What is Hyperscale NAS?
Hyperscale NAS is a standards-based parallel file system architecture that can transform and accelerate any existing NAS platform into a high-performance storage system suitable for AI. Leveraging the extreme performance of pNFSv4.2 with Flex Files, this architecture creates the type of parallel file system performance typically only seen in high-performance computing (HPC) environments.
What Does Hyperscale NAS Do for You?
- Accelerates Existing NAS systems: Supercharge your existing NAS for AI workloads.
- Standards-Based: No client software or alterations to existing systems are needed. Your existing Linux servers already contain the building blocks of Hyperscale NAS, which Hammerspace can unlock and activate.
- Reduces the need to add a net-new performance tier: Delay or defer purchases of new high-performance repositories, while still feeding your GPUs at maximum speeds.
Hammerspace with Tier 0 and Hyperscale NAS isn’t just about making your storage faster—It’s about maximizing the ROI on your AI infrastructure.
How Hammerspace Supports Cloud-Based and Hybrid AI Workloads
The future of AI storage isn’t tied to one location. You’re likely working across multiple environments, combining on-premises data centers with public and private clouds. With that complexity comes the challenge of ensuring data is always available, no matter where you work.
Hammerspace was built for cloud-based and hybrid AI workflows. Here’s how we make it easy:
- Unified Access: Our parallel global file system creates a multi-protocol global namespace ensuring your data is always accessible via standard NFS/SMB/S3 regardless of where it’s stored.
- Hybrid Cloud Integration: Extend your on-premises capacity into the cloud seamlessly, automating non-disruptive data placement between one or more clouds without manual intervention.
- Cost Optimization: Avoid unnecessary cloud egress charges by keeping data where it’s most cost-effective while still ensuring high-performance access for your applications and AI workloads.
Why Hammerspace is the Right Choice for AI Storage
When you choose Hammerspace, you’re not just getting another storage solution—you’re getting a system designed specifically for the challenges of AI.
Here’s What You’ll Gain:
- Better Performance: Your GPUs stay busy, and your workflows move faster.
- Lower Costs: From optimized data tiering to reduced hardware needs, we help you save money.
- Simplicity: No more manual data management—we handle it for you, automating your business rules.
- Future-Proofing: As your AI projects grow, Hammerspace scales with you.
Let’s Build a Smarter AI Storage Solution Together
You’ve invested in cutting-edge AI technology—now it’s time to ensure your storage infrastructure can keep up. With Hammerspace, you’ll get more than a storage solution; you’ll get a partner dedicated to helping you unlock the full potential of your data.
Ready to solve your AI storage challenges? Let’s talk.
