Your AI workloads are only as secure as the infrastructure they run on. When models process proprietary data, confidential documents, or sensitive business context, public cloud deployment introduces third-party access risk that contractual guarantees do not eliminate. BOXX AI workstations keep your models, your training data, and your inference workloads on your hardware, under your governance.
Cloud AI looks affordable until inference volume grows. Frontier model API costs scale linearly with usage, and dedicated cloud instances for private deployment run 3 to 5 times the cost of shared endpoints. For sustained inference workloads, on-premise hardware reaches breakeven against cloud in under four months, and the cost advantage compounds from there. A BOXX workstation is a capital investment with a fixed cost curve. Your token volume is yours to run, not a recurring line item.
Agentic AI workloads require low-latency compute. When a model is reasoning, acting, and iterating in sequence, cloud round-trips introduce unpredictable delays that degrade workflow performance. On-premise compute delivers predictable, controllable response times for time-critical and edge-sensitive applications. Your BOXX system is available on demand, not subject to queue management or shared resource contention.
Start with a single workstation and scale to a full rack deployment without changing your infrastructure approach or replatforming your stack. A single APEXX workstation handles individual AI development and local inference workloads. A FLEXX rack deployment gives each team member dedicated compute in a shared, centrally managed chassis. BOXX builds for both, and everything in between.
Backed by decades of experience building the world’s fastest high performance workstations, BOXX AI workstations accelerate machine learning for artificial intelligence for model development, iterating, model training, and inferencing. From multiple GPUs and state-of-the-art liquid cooling, to high-speed NIC and NVIDIA AI Workbench, BOXX AI and deep learning workstations optimize workloads and ROI.
NVIDIA RTX PRO™-powered BOXX AI workstations provide outstanding desk side AI training and inference computing performance for smaller models or augmenting data center and cloud resources for larger model development. If more power is required, NVIDIA AI software lets you scale out to the data center or cloud.
BOXX is an official NVIDIA OEM Partner, one of a small number of manufacturers with direct access to NVIDIA's product roadmap and engineering resources. BOXX systems are validated against NVIDIA certification standards, and RTX PRO configurations are supported by PNY as the GPU supplier, giving customers professional-grade support across the full hardware stack.
Beyond its direct product lines, BOXX has a long history as a trusted OEM manufacturing partner for technology companies that need purpose-built compute hardware. BOXX builds systems that commercial hardware cannot address, with current programs spanning AI infrastructure, life sciences, and aerospace and defense. Organizations seeking a proven manufacturing partner for custom-branded, high-performance hardware at scale are invited to connect with our team.
Add NVIDIA AI Workbench, a unified, easy-to-use toolkit that can scale from running locally on your AI workstation to virtually any data center, public or private cloud, and easily create, test and customize pretrained generative AI models and LLMs.
learn more about NVIDIA AI Workbenchscale your AI with BOXX Cloud
Ten independent workstations. One 5U rack. Zero shared resources.
FLEXX is built for teams that have outgrown the single-workstation model. Engineers, AI developers, creative studios, and enterprise IT teams use FLEXX when they need dedicated compute for every user, centralized management for the IT team, and the flexibility to configure each node differently, all in a single rack footprint.
Most AI workstation deployments start with one person and one system. FLEXX is built for what comes next. The BOXX FLEXX platform delivers up to 10 independent, full-performance workstation modules in a standard 5U rack enclosure, giving each user or team member dedicated compute in a shared, centrally managed infrastructure footprint.
FLEXX modules can utilize Workstation Edition GPUs, giving each module full professional GPU performance alongside available PCIe slots for additional storage, networking, or other supported peripherals. For teams running local agentic AI, large model inference, or GPU-intensive production workloads that demand maximum memory density, BOXX also configures FLEXX with Server Edition GPUs up to the RTX PRO 6000 Blackwell.
Each FLEXX S1G module runs an Intel Core Ultra 200 Series processor with up to 24 cores, up to 192GB of DDR5 memory, and is configurable up to the NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition GPU, available to order directly or through consultation with a BOXX specialist.
Not sure which GPU configuration is right for your workflow? The answer depends on what else needs to live in the available dual PCIe slots. A BOXX specialist can walk you through the tradeoffs. Additional FLEXX configurations beyond the S1G are available for enterprise and custom deployments. Contact BOXX for off-catalog options.
A genomics or drug discovery lab training and running inference on proprietary models against patient or research data, where compliance requires each researcher's compute to stay isolated. IT still needs one rack to manage, patch, and monitor. FLEXX gives every researcher a dedicated module for their AI workloads without multiplying the footprint.
An M&E facility where some artists run ComfyUI-based generative AI workflows on Server Edition modules, while others use AI-assisted tools inside DaVinci Resolve or Nuke on Workstation Edition modules for color and compositing. Same rack, same power, different AI-driven jobs.
A defense contractor using AI-assisted simulation and generative design tools alongside traditional CAD, where ITAR and DFARS requirements mean each engineer's compute must stay logically separated with no shared paths between programs. FLEXX puts every engineer's AI and design workloads on their own module in a single controlled rack.
A team moving agentic AI development off shared cloud endpoints and onto owned hardware, where each developer needs full-performance GPU access and the org needs to scale module by module as headcount and inference volume grow. FLEXX starts small and expands without a re-platform.
A team that started with a handful of FLEXX modules to pilot local AI inference and added modules as usage grew, without replacing infrastructure or renegotiating a new footprint each time capacity needs increased.
GPU configurations, power requirements, and system dimensions vary based on your specific architecture, model complexity, and dataset size. Our BOXX performance specialists will work with you to ensure proper system sizing for your unique workloads.
For maximum single-system performance: Dual NVIDIA RTX PRO 6000 Blackwell or quad RTX PRO 6000 Blackwell Max-Q configurations are available on the APEXX T4 PRO-X platform with 2050W power supply, in both deskside and rackmountable form factors.
For team-scale rack deployments: The BOXX FLEXX platform with shared backplane chassis power and hot-swap module design, delivers up to 10 independent workstation modules in a single 5U rack enclosure. Configure with NVIDIA RTX PRO Blackwell Workstation or Server Edition GPUs depending on your workflow requirements. Contact a BOXX specialist today to configure the ideal system for your specific requirements.
Looking for a personal AI desktop supercomputer? BOXX also offers the NVIDIA DGX Spark, a purpose-built personal AI computer that delivers up to 1 petaFLOP of AI performance in a compact system. DGX Spark is purpose-built to build and run large models using an enterprise-grade software stack, scaling seamlessly from desktop to data center. Contact a BOXX specialist to learn more.
Never miss a project deadline with legendary BOXX Technical Support—experts who can resolve your issue over the phone, or if necessary, provide on-prem support. Based 100% at BOXX headquarters in Austin, Texas, our team has immediate access to the tools and resources necessary to support you and your AI workload.
BOXX AI workstations provide dedicated, on-demand compute power for small model training, fine-tuning, graphic intensive workflows and high-throughput inference. They also offer data security by keeping your proprietary datasets local, avoiding exposure through third-party servers. Cloud Server AI Environments are best for large-scale model training, multi-user collaboration and advanced networking.
BOXX AI workstations feature multiple NVIDIA RTX PRO™ GPUs, high-performance CPUs like AMD Ryzen Threadripper PRO, and advanced liquid cooling to sustain maximum throughput. These systems are purpose-built for the demands of data preprocessing, model training, and AI inference.
Yes. BOXX workstations are highly scalable with options for up to four GPUs, extensive memory, and high-speed networking. They can also serve as local departmental solutions to complement data centers or cloud resources, making them ideal for evolving AI workflows.
Industries like engineering, manufacturing, architecture, data science, healthcare, and retail use BOXX AI workstations for applications ranging from quality control and video analytics to customer service chatbots and smart checkout systems. They’re versatile platforms for any data-intensive AI initiative.
BOXX systems support the entire AI pipeline — from data collection and preprocessing, through model training and tuning, to deploying inference workloads. They’re also optimized for deep learning frameworks that leverage CUDA and Tensor cores, ensuring efficient processing across all stages.
Yes. BOXX AI workstations are NVIDIA certified and come ready for the NVIDIA GPU-accelerated software stack, including NVIDIA AI Enterprise and NVIDIA AI Workbench, allowing seamless scaling from local workstations to data centers and cloud.
BOXX offers legendary U.S.-based technical support, with teams located at their Austin, Texas headquarters. They provide rapid phone troubleshooting and, when needed, on-prem support to ensure your AI projects stay on track without delays.
Since needs vary by dataset size, model complexity, and AI framework requirements, BOXX performance specialists will work with you to right-size a configuration — including the number of GPUs, CPU cores, and memory — to maximize ROI and performance for your specific projects.
Not sure which AI workstation configuration is right for your workflow? A BOXX performance specialist can help you match the right system to your compute requirements, GPU configuration, and deployment environment.
Consult with a performance specialist to customize your workstation solution
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