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What is NVMe AIC/Adapter? Everything You Need to Know

As industries increasingly incorporate AI driven technology into their workflows, the need for a faster, denser storage solutions is on the rise. NVMe media is the storage of choice for many applications, as single NVMe SSDs are capable of delivering performance on par with an entire rack of SAS/SATA devices.

PCIe AICs and Adapter cards are one of the most effective ways to deploy NVMe storage in modern computing environments. NVMe AICs and Adapter solutions provide a wealth of benefits for AI driven applications, and as most require only a single PCIe slot, they can be easily integrated into any industry standard x86 server or workstation, even compact, custom-configured GPU servers and industrial platforms.

Pro-Class NVMe AICs and Adapters represent the cream of the crop – in addition the aggregation of NVMe storage configurations, Pro-Class solutions can bring a range of innovative features and technologies to the table, such as robust management and monitoring suites, the ability to create and host RAID arrays, and support for SED (self-encrypting disks), which can substantially enhance the security and reliability of critical storage assets.

 

The following article explores the concept of the NVMe AICs and Adapters, with an emphasis on advanced, Pro-Class varieties, and explores how these storage form factors can impact high-speed applications in the following ways:

 

Increased Productivity: NVMe media’s ability to interface directly with the host CPU(s) can dramatically boost data processing speeds and facilitate a more efficient workflow. NVMe AICs & Adapters were designed to leverage multiple SSDs to enhance these attributes even further.

 

Scalability: NVMe AICs and Adapters can support multiple NVMe SSDs per PCIe slot. Multiple device channels enable administrators to add or remove media as needed to address the needs of each application. Unique offerings, such as HighPoint’s PCIe Gen5 Pro-Class series AICs and Adapters solutions can combine up to 8 independent SSDs to maximize capacity and performance via RAID technology. HighPoint’s Value-Series Adapters can support an astonishing number of devices; up to 32 via a storage backplane.

 

Cost Efficiency: No longer exotic media, NVMe SSDs are now readily available in a variety of form factors, capacities, and classes, ranging from client M.2 SSDs to datacenter class EDSFF media and enterprise grade 2.5” U.2/U.3 drives.

 

Flexible Solutions: NVMe AICs and Adapters enable administrators to take full advantage of NVMe storage technology. Value Series solutions can function as simple, plug-and-play storage upgrades, as they are natively supported by most operating systems and require no driver or software installation. Pro-Series takes things even further and offer a selection of advanced features such as integrated RAID technology, Hot-Swap and Hot-Plug capability (the ability to add or remove SSDs and arrays on the fly), Data Encryption, and complete storage management/monitoring solutions. Pro-Class solutions enable administrators to rapidly deploy NVMe storage configurations for a wide range of applications, workflows and platforms.


Getting to Know NVMe AICs and NVMe Adapters

 

NVMe (Non-Volatile Memory Express) is the current standard for high-performance storage devices like solid state disks (SSDs) and flash memory.

NVMe devices use the system’s PCIe host interface to interact directly with the host platform’s CPU or CPUs. This architecture facilitates significantly faster response time, lower latency, and superior transfer performance — particularly compared to SAS, SATA and other conventional alternatives.

NVMe Storage devices come in numerous form factors such as compact M.2 and E1.S SSDs , 2.5” U.2, U.3 and E3.S media, or PCIe add-in devices. For many applications, PCIe NVMe AICs (add-in-cards) and adapters are the most effective choice:

 

· NVMe AICs (add-in cards) are independent PCIe controller cards designed to directly host NVMe media. You can plug them into an open PCIe slot to quickly add NVMe storage or expand storage available capacity.

· Like NVMe AICs, NVMe adapters are PCIe add-in-cards. However, instead of hosting storage directly, most adapters host NVMe media via device cables. The cables can be connected directly to the SSDs themselves, or to a storage backplane.


Leveraging multiple NVMe SSDs via a PCIe Adapter or AIC can result in a powerful data solution. Users can take advantages of blazing-fast, high-density storage in a compact, universal form factor.

 

Key Features and Benefits of NVMe AICs & Adapters

 

NVMe AICs and Adapters do more than just make storage upgrades more convenient. Their industry-standard form factor, universal PCIe connectivity and ability to host multiple NVMe SSDs make them ideal storage and performance upgrades for a wide range of server and workstation applications.

 

· Consistently high performance

· Effortless scalability – multiple device ports enable you greatly expand available storage capacity

· Universal PCIe interface and form factor compatibility

· Improved power efficiency, durability, and reliability

· Highly Flexible: different classes of solutions provide unique feature sets and allow you to tailor unique storage configurations for any application or workflow

 

Consistently High Performance

 

The undeniable performance advantages provided by NVMe AICs and Adapters is a huge factor in their success.

 

Superior NVMe SSD Performance: NVMe SSDs transfer data far faster than their SAS and SATA counterparts. For instance, with a single Gen4 NVMe SSD, you might see transfer speeds up to 7,000MB/s. Upgrading to a Gen5 SSD would double this to 14,000MB/s. For comparison, SAS and SATA SSDs max out at around 500MB-1000MB/s.

 

Performance Aggregation: Advanced NVMe AICs can directly host and leverage up to 8 individual NVMe SSDs. Those capable of running at x16 PCIe speeds, such as HighPoint’s SSD and Rocket series product lines, can maximize per-slot performance. This results in breathtaking real-world transfer speeds; 14,000MB/s for Gen3, 28,000MB/s for Gen4, and an astounding 56,000MB/s for Gen5!

 

Ultra Low-Latency: Latency is significantly lower with NVMe media. Because NVMe accesses the host CPU directly, response time is immediate. Processing times also drop, which lowers overall latency. Advanced NVMe AICs, in particular, those that utilize PCIe Switch Architecture, all but eliminate lag.

 

Higher Input/Output Operations Per Second (IOPS): NVMe AICs IOPS rates outpace other storage solutions. These devices also excel at random read/write operations, making them a go-to solution for high-performance applications that depend on rapid data retrieval and storage.

 

Effortless Scalability

 

NVMe AICs and adapters simplify scalability and storage upgrade paths. When upgrading using individual NVMe SSDs, you'll quickly hit a wall: motherboards only offer so many built-in M.2 ports. In contrast, PCIe NVMe AICs and adapters accomplish much more with and only need a single PCIe slot. Instead settle for single drive when you can add up to 32!

Advanced Pro-Class NVMe AICs like HighPoint’s PCIe Gen5 x16 Rocket 7608A Switch AIC provide up to 8 independent device ports – this enables you to add 8 M.2 SSDs to your platform without having to invest in any other storage related hardware – no drive bays, no cabling, no additional power or cooling concerns.


Advanced NVMe Adapters can provide even more flexibility when it comes to storage expansion. HighPoint’s Pro-Class Rocket 7628A PCIe Gen5 x16 RAID Adapter can be configured to support multiple storage backplanes via its four MCIO ports, and is an ideal solution for platforms equipped with 2.5” drive bays or mobile racks, like Edge SMB, and Enterprise Servers or platforms that employ HCI (hyperconverged infrastructure technology).


· Expand or Upgrade Storage Capacity: You can easily add or replace drives using multiple device channels and ports to optimize space and bandwidth. Advanced NVMe Adapters can even support Hot-Swap and Hot-Plug, which allows you to add or remove SSDs on the fly!

· Build Multi-Drive Configurations: Some NVMe Add-in cards support resiliency-oriented multi-drive configurations, like RAID 1 mirroring, which can add redundancy to bootable, or RAID 0, which can combine a group of SSDs to act as a single unit in order to optimize performance and storage capacity over a full x16 lanes of PCIe host bandwidth.

 

Universal Interface and Form Factor Compatibility

 

Most industry-standard computing platforms support PCIe devices. This makes NVMe AICs a perfect fit, and having many form factor options at disposal doesn’t hurt:

· Low-Profile: Also commonly referred to as “Half-Height”, NVMe Adapters and 2-port AICs often use this form factor to fit in small spaces. This form factor is perfect for compact industrial platforms, desktops and rackmount servers.

· Full-Height, Full-Length: Many 4- and 8-channel M.2 NVMe AICs use this form factor to pack in more drives. Though larger than a Low-Profile device, these cards are considerably more compact than a full-size graphics card.

· Full-Height/Full-Length/Dual-Width: 8-Channel E1.S AICs may demand more space – these cards are roughly the size of a high-end GPU (graphics card). However, this form factor packs quite a punch. E1.S combines enterprise reliability and performance with the convenience of M.2 media. HighPoint’s SSD7749E AIC is the prime example.


PCIe Connectivity: Right out of the box, the PCIe connectivity of NVMe AICs and Adapters provides two distinct benefits: universal compatibility and easy installation . While it's essential to match up your PCIe "x" lanes (there's a big difference between electrical lane bandwidth and physical slot size), NVMe AIC and Adapters are available for every application and form factor.

 

The takeaway? You can upgrade almost any modern or recent legacy computing platform with an NVMe AIC. Look closely and you'll find these devices employed everywhere, from compact rackmount servers and industrial mini-PCs to tower desktop workstations and high-end gaming rigs!

 

Improved Power Efficiency, Durability, and Reliability

 

NVMe AICs are highly power efficient, wasting far less energy than SAS/SATA media. This is better for data centers and high-performance computing environments. These devices also excel at energy and heat management:

· More Sustainable Power Consumption: NVMe AICs are just engineered differently. They consume less power than traditional storage solutions, lowering operational costs.

· Dedicated Heat Dissipation: Advanced NVMe AICs include built-in cooling hardware. Needing to add more platform-level cooling is a thing of the past. More efficient heat management also avoids thermal throttling, ensures optimal performance, increases SSD longevity, and improves reliability.

 

NMVe AICs vs. the Alternatives

 

NVMe AICs are a worthwhile investment because they achieve what alternative technologies can't:

 

· SATA Looks Downright Slow by Comparison. NVMe AIC performance completely outclasses SATA-based solutions. This even holds true for PCIe Gen3 NVMe media. Cost-effective Gen3 SSDs offers 3,500MB/s of transfer speed, beating today’s fastest SATA SSDs by a factor of seven.

· SAS Can't Keep Up. NVMe AICs offer significantly lower latency and vastly higher data transfer rates than SAS drives.

· Standalone NVMe SSDs are fast but limited in capacity. Relying on single NVMe SSDs will only net you x4 bus speed and 61.44TB a piece. In contrast, NVMe AICs and Adapters can combine multiple SSDs to boost performance and total capacity.

· NVMe Adapters Support U.2/U.3 and EDSFF Media. You can build extremely high-capacity solutions with industry-standard 2.5” NVMe devices. This type of solution is easy for many to transition to, especially if they are already familiar with SAS/SATA technology. U.2, U.3 and E3.S (EDFSS) utilize the long standing 2.5” form factor and associated chassis hardware. Adapters with PCIe Switch technology, such as HighPoint’s Pro-Class Rocket 7628A, can be configured to support as many as 32 61.44TB NVMe SSDs from a single slot; this can result in nearly 5 petabytes of storage at PCIe Gen5 x16 speeds!

· M.2 and EI.S NVMe AICs Can Directly Host the Storage Media Without Cabling. They make building compact, high-speed, all-in-one storage solutions a simple task. They enable you to instantly add up to 61TB of M.2 or E1.S storage with x16 lanes of performance using a single PCIe device!


Classes of NVMe AICs & Adapters


In most cases, NVMe AICs/Adapters are not one-size fits all solutions. To determine which is the right solution for your application, it’s important to understand the types of solutions available in today’s marketplace.

 

AICs/Adapters are classified into four main categories or classes, based on PCIe architecture:

 

· PCIe Controller

· PCIe Switch

· PCIe Retimer

· PCIe Redriver

 

This section will discuss each type of architecture, and summarize the Pros and Cons associated with each technology.

 

A. PCIe NVMe Controller


          1. What is a PCIe NVMe Controller


          A PCIe NVMe Controller is simply a PCIe to NVMe controller card. It does not employ any particular           technology to enhance NVMe performance or scalability, and really only provides NVMe device ports or           device channels. It is the most basic form of PCIe add-in NVMe solution, and also the most common.           For example, many of the default NVMe expansion accessories for various platforms (such as factory-          built Dell, HP or ASUS computers) are simply ordinary controller cards that function as a basic M.2 to           PCIe adapter. This class of AIC/Adapter is also fully dependent on host bifurcation – they rely on the           host CPU to allocate PCIe lanes and process all I/O requests. Faster that SAS/SATA? Sure, but still           entry-level when it comes to NVMe storage.


          Applications: General computing; office platforms or home PCs and budget gaming rigs.


          2. Pros of a PCIe NVMe Controller: In summary, cost and simplicity. Most of these solutions are offered           in an accessory format, are pre-tested and configured for a specific make/model or range of PC           platforms, and are relatively affordable. They are a simple way to add more M.2 ports to as system.

 

          3. Cons of a PCIe NVMe Controller: These devices tend to provide basic M.2 connectivity and not           much else. Most are limited to 1, 2 or 4 ports (max), and few, if any, can provide a full x4 lanes for each           SSD. Performance and drive count is ultimately determined by the host computer. As touched upon           earlier, these devices rely on system-side bifurcation to function; that is, they are 100% dependent on           the host platform for PCIe lane assignment. This often limits the number of supported SSDs, and SSD           performance may be limited to x1 lanes, regardless of the PCIe host interface (be it Gen3 4 or 5).


B. PCIe Switch


     1. What is a PCIe Switch?


          An NVMe AIC or Adapter with an architecture based on PCIe Switch technology can be thought of as           operating like a network switch for PCIe lanes; it can distribute PCIe lanes to each hosted NVMe device           (some can handle as many as 144 lanes internally!), and can offload I/O requests from the host           computer’s CPU. PCIe Switches were developed for professional workflows that demand maximum           performance, massive storage capability and enhanced flexibility when it comes to configuring storage           devices. PCIe Switches allow hosted NVMe devices (SSDs) can communicate with each other directly           through the AIC or adapter, as opposed to other architectures, where the I/O requests to and from each           SSD must first go through the host CPU. HighPoint NVMe AICs and Adapters employ this type of           architecture. A break-down of this innovative technology is provided here.



          Applications: PCIe switches are commonly used in data centers, and high-performance           professional/industrial server and workstation environments where multiple NVMe devices must be           hosted and managed simultaneously, without burdening the host CPU.


     2. Pros of PCIe Switch in an NVMe AIC/Adapter


        Scalability: PCIe switches enable the connection of multiple NVMe drives to a single device channel         and/or PCIe slot, providing excellent scalability for storage expansion. PCI switches allow for high         number of device ports (up to eight vs. other architectures, which usually cap SSD count to 4, max). In         addition, each device port can be configured to host multiple SSDs. HighPoint’s Rocket 7628A RAID         Adapter can be configured can host as many as 32 individual U.2/U.3/E3.SNVMe SSDs via 8 Device         Ports.


         Performance & Flexibility: They allow dynamic allocation of PCIe lanes. PCIe Switch AICs/Adapters,          such as HighPoint Rocket and SSD series solutions, have x48 internal lanes, x16 of which are allocated          to the upstream port (connection to the host platform), with x4 lanes to each hosted NVMe SSD. This          technology ensures the AIC/Adapter can maximize real-world transfer performance over each PCIe x16          slot (up to 14,000MB/s for Gen3, 28,000MB/s for Gen4, and 56,000MB/s for Gen5).


3. Cons of PCIe Switch in an NVMe AIC/Adapter


Complexity: Implementing a PCIe switch adds complexity to the AIC/Adapter design, requiring precise engineering.

Cost: PCIe switches can be expensive, increasing the overall cost of the NVMe AIC/Adapter solution.


C.  PCIe Retimer


         1. What is a PCIe Retimer? PCIe Retimer is designed to regenerate (or repeat) the PCIe signal to          extend its range and improve integrity (strength/reliability of the signal). They are capable of equalizing,          amplifying the signal to ensure consistency and reliable data transmission over longer distances.


         Applications: Retimers are used in systems with extensive cabling; situations where the PCIe signal          needs to travel over longer distances without degradation.


         2. Pros of PCIe Retimer in an NVMe AIC/Adapter:


        Signal Integrity: As mentioned previously, the ability to regenerate the PCIe signal ensures reliable data          transmission over long distances. Which leads to….


         Long-Distance Support: They allow PCIe signals to travel further without degradation. This can          potentially add flexibility when designing the system.


         3. Cons of PCIe Retimer in an NVMe AIC/Adapter:


         High Cost: Retimers are relatively expensive, adding to the cost of the overall system.


         High Power Consumption: Retimers consume much more power compared to simpler signal          enhancement technologies like a PCIe Redriver.


         Limited by Host bifurcation: PCIe NVMe Retimers provide a maximum of 4 NVMe ports, and are          subject to host bifurcation. For example, common solutions built around the Intel z790 limit direct CPU          lanes to one at x16 or two at x8. This results in a performance bottleneck, as lanes can only be          distributed as either x8 or x16 – SSDs need x4 to perform optimally, so the extra bandwidth is essentially          wasted (as it can’t be applied to other SSDs).

 

D. PCIe Redriver


         1. What is a PCIe Redriver? Similar in concept to PCIe Retimers, A PCIe Redriver can amplify the PCIe          signal to compensate for signal loss, though over shorter distances and without the regenerative          capability. This can boost signal strength to overcome attenuation and improve overall signal quality.          Aorus’s PCIe Gen5 AICs utilize this technology.


         Applications: Redrivers are employed in scenarios where minor signal degradation needs to be          corrected over short to moderate distances.


         2. Pros of PCIe Redriver in an NVMe AIC/Adapter:


         Signal Boost: Redrivers can boost the PCIe signal to overcome minor losses, ensuring better signal          quality.


         Cost-Effectiveness: They are generally more affordable than Retimers or PCIe Switches, providing a          cost-effective solution for improving signal quality.


         3. Cons of PCIe Redriver in an NVMe AIC/Adapter


         Limited Functionality: Redrivers only amplify the signal and do not regenerate it, which means they are          less effective for long-distance signal transmission.


         Noise: Amplifying the signal can also amplify noise, which can potentially affect signal quality and latency          if not managed properly.


         Limited by Host bifurcation: As with PCIe NVMe Retimers, PCIe NVMe Redrivers are subject to host          bifurcation, and can suffer from the same performance bottlenecks. Bandwidth distribution is limited to          specific configurations, which usually results in a handicap for each SSD.

 

         E. Still wondering which is best for your app? Consider, Use Cases by Industry


         Data Centers: High-density storage solutions benefit from PCIe switches for scalability and flexibility,          while Retimers can be used for extended signal reach in large setups.


         High-Performance Computing: PCIe Switches can maximize performance and device count. Both          Retimers and Redrivers are used to maintain signal integrity across complex HPC environments.


         Industrial & Enterprise Applications: PCIe switches enable efficient resource management and          expansion, while Retimers can ensure reliable signal transmission in extensive enterprise networks.


NVMe AIC Use Cases

 

NVMe AICs and Adapters can improve the performance, scalability and productivity of an immense range of applications and workflows. We’ve classified the most common by PCIe Generation.

 

Applications that can benefit from a PCIe Gen3 NVMe AIC or Adapter


While not as fast as PCIe Gen4, Gen3 NVMe AICs and Adapters still offer substantial benefits over traditional SAS/SATA storage solutions, making them suitable for a wide range of use cases.

 

Desktop Workstations

Benefits: Enhance storage performance and productivity for everyday tasks.

Use Cases: Home/Office computing solutions

 

SMB file or networking servers

Benefits: Improved data access speeds and reliability for day-to-day business workflows

Use Cases: SMB Applications

 

Data Backup and Archiving

Benefits: Quicker data backup and retrieval processes.

Use Case: Local backup solutions, long-term data storage, and archival systems.

 

Home Media Servers

Benefits: Smooth streaming and quick access to media files.

Use Cases: Home theater PCs (HTPCs), media streaming servers, and personal cloud storage/ Web Development

 

Educational and Research Labs:

Benefits: Improved storage performance for academic projects and data analysis

Use Cases: Computer labs, research projects, and student workstations.

Virtualization:

 

SMB Virtualization Solutions

Benefit: Better I/O performance for virtual machines.

Use Case: Development and testing of virtualized environments, small-scale VMs.

 

Home/SMB Video Surveillance Systems:

Benefits: Enhanced data recording and retrieval speeds for surveillance footage.

Use Cases: Home and small business security systems, CCTV setups.

 

Lightweight Database Applications:

Benefits: Enhanced performance for small to medium-sized databases.

Use Cases: Local database servers, small business inventory systems, and CRM systems.

 

While considered legacy technology, PCIe Gen3 NVMe AICs and Adapters can significantly enhance the performance of a wide range of day-to-day applications and SMB workflows by providing faster data access and improving the overall responsiveness of the host platform.


Applications that will benefit from PCIe Gen 4 x16 AICs and Adapters

 

Most mainstream applications will see immediate benefit from a PCIe NVMe Gen 4 x16 AIC (Add-In Card) or Adapter Solution:

 

High-Performance Computing (HPC):

Benefits: Maximizes data throughput and lowers latency for applications that process large data sets and complex computations.

Use Cases: Scientific simulations, engineering computations, and data-intensive research.

 

4K/8K Media Editing & Post-Production Platforms

Benefits: High-speed data transfer and playback for large video/audio files, enabling real-time editing and faster rendering.

Use Cases: Professional video editing platforms, video/audio effects, 3D rendering and content creation, and color grading.

 

Database Management Systems (DBMS):

Benefits: Enhanced read/write speeds and IOPS, which reduces query response times and increases transaction rates.

Use Cases: Enterprise-level databases, real-time analytics, and large-scale data warehousing applications

 

Artificial Intelligence and Machine Learning (AI/ML):

Benefits: Faster data loading and model training, supporting high-throughput and parallel processing.

Use Cases: Training neural networks, running AI models, and big data analytics.

 

Virtualization & Cloud Infrastructure:

Benefits: Dramatically elevates IOPS and transfer bandwidth, which enhances VM performance and storage efficiency.

Use Cases: High-density virtual machine hosting, cloud storage solutions, and enterprise cloud services.

 

Financial Services:

Benefits: Facilitates ultra-low latency and high-speed transactions, which is crucial for financial applications.

Use Cases: High-frequency trading platforms, market data analysis, and financial modeling.

 

Scientific Research and High-Speed Data Acquisition:

Benefits: High-speed data capture and processing capability enables real-time analysis and faster insights.

Use Cases: Large-scale scientific experiments, sensor data acquisition, and experimental data processing.

 

Big Data Analytics:

Benefit: Accelerates access to large datasets and enhances data processing and analysis capabilities.

Use Case: Real-time analytics solutions, business intelligence applications, and large-scale data processing workflows

 

Content Delivery Networks (CDN):

Benefits: Massive data throughput capabilities combined with reduced latency can significantly improve and streamline content delivery.

Use Case: Media Streaming Services, high-traffic web content delivery, and global content distribution

 

Gaming and Virtual Reality (VR):

Benefits: On the production side, the superior performance and transfer bandwidth can improve productivity. On the user front, it can reduce game load times and improved performance for resource and data-intensive games and VR applications.

Use Cases: High-end gaming setups, VR & game development, and immersive gaming experiences.

 

Backup & Disaster Recovery:

Benefits: Rapid backup and restoration can minimize downtime and the risk of data loss.

Use Cases: Enterprise backup solutions, disaster recovery plans, for high-availability systems.

 

CAD/CAM & 3D Modeling:

Benefits: rapidly load and render complex models and designs

Use Cases: AutoCAD, SolidWorks, and other 3D modeling and design software.

 

Healthcare & Medical Imaging:

Benefits: Quick access to large medical images and patient data, enhancing diagnostic capabilities.

Use Cases: MRI/CT scan storage, electronic health records (EHR), and medical research databases.

 

E-Commerce Platforms:

Benefits: Enhances transaction processing speeds to improves efficiency and customer experience

Use Cases: Large-scale e-commerce websites, processing online transactions, and inventory management

 

Streaming and Media Production:

Benefits: Faster data transfer rates support high-quality streaming and media production workflows

Use Cases: Live streaming services, content creation, and media production studios.

 

Network Attached Storage (NAS):

Benefits: Improves data access speeds, transfer performance and reliability for network storage solutions

Use Cases: professional NAS solutions, data centers, and high-capacity storage networks

 

PCIe Gen 4 x16 AICs and Adapters provide substantial performance improvements over Gen3 solutions, and are ideal for applications that require high-speed data transfer, low latency, and robust storage capacity.

 

Applications that benefit from PCIe Gen 5 x16 AICs and Adapters

 

Cutting Edge Computing applications that employ PCIe Gen5 capable computing platforms can reap huge rewards from a PCIe Gen 5 x16 AIC (Add-In Card) or Adapter Solution:

 

High-Performance Computing (HPC):

Benefits: Exceptional data throughput and minimized latency for complex, data-intensive computations.

Use Cases: Advanced simulations, large-scale scientific research projects & engineering computations

 

Ultra-High-Resolution Video Editing & Post-Production Workflows

Benefits: Unmatched speed for transferring massive 8K/16K video files, which enables real-time editing and rapid rendering

Use Cases: Professional video production, audio/visual special effects platforms, and high-resolution video processing

 

Advanced Database Management Systems (DBMS):

Benefits: Superior read/write speeds and IOPS can dramatically reduce query response times while boosting transaction throughput

Use Cases: High-frequency trading databases, large-scale enterprise databases, and real-time analytics platforms

 

Artificial Intelligence & Machine Learning (AI/ML):

Benefits: Massive boost to data ingestion and model training facilitates high-throughput and parallel processing workflows

Use Cases: Training deep neural networks, running complex AI models, and extensive data analytics

 

Virtualization and Cloud Infrastructure:

Benefits: Higher IOPS and bandwidth, significantly improving VM performance and storage efficiency.

Use Cases: Large-scale virtual machine hosting, cloud storage solutions, and high-performance enterprise cloud services.

 

Scientific Research and Real-Time Data Acquisition:

Benefits: Ultra-fast data capture and processing capabilities enable immediate analysis and faster insights

Use Cases: Real-time scientific experiments, large-scale data collection, and experimental data processing


Big Data Analytics:

Benefits: Unparalleled access speed to massive datasets, enhancing data processing and real-time analytics.

Use Cases: Real-time business intelligence, advanced analytics platforms, and large-scale data processing tasks.

 

Content Delivery Networks (CDN):

Benefits: Superior data throughput and reduced latency, enhancing content delivery speed and reliability.

Use Case: High-speed streaming services, global web content delivery, and large-scale content distribution.

 

Gaming and Virtual Reality (VR):

Benefits: Builds on Gen4 solutions by further reducing load times and enhancing performance for resource intensive titles and VR applications. On the production side, Gen5 NVMe storage provides blazing fast, low-latency workspace for development and rendering platforms.

Use Cases: Cutting-edge gaming PCs, VR/Game development