New: GB300 Benchmarks Available
The Lowest-Cost Way to -
Run Production AI.
The Lowest-Cost Way to -
Run Production AI.
The Lowest-Cost Way to -
Run Production AI.
GB300 infrastructure optimized for inference, scale, and real AI economics — not just benchmark hype. Stop overpaying for idle GPU cycles.
GB300 infrastructure optimized for inference, scale, and real AI economics — not just benchmark hype. Stop overpaying for idle GPU cycles.
GB300 infrastructure optimized for inference, scale, and real AI economics — not just benchmark hype. Stop overpaying for idle GPU cycles.
How AI Compute ReallyWorks
How AI Compute ReallyWorks
AI cost is not driven by GPUs alone. It is driven
by tokens × latency × concurrency.
AI cost is not driven by GPUs alone. It is driven by tokens × latency × concurrency.
GPUs
The Engine
Raw compute power. Necessary, but often underutilized in standard setups leading to wasted spend.
Tokens
The Work Unit
The actual output you sell. Optimizing specifically for token throughput changes the economics entirely.
Result
True Cost
Cost per token is your true AI operating cost. We minimize this metric above all else.
VM Options
Choose by outcome,
not GPU specs.
Choose by outcome,
not GPU specs.
GB300-START
For Chat, RAG, Simple Embeddings
1x GPU Unit
24GB VRAM
Standard Networking
The lowest barrier to production inference. Ideal for Chat, RAG, and early production AI.
GB300-START
For Chat, RAG, Simple Embeddings
1x GPU Unit
24GB VRAM
Standard Networking
The lowest barrier to production inference. Ideal for Chat, RAG, and early production AI.
GB300-START
For Chat, RAG, Simple Embeddings
1x GPU Unit
24GB VRAM
Standard Networking
The lowest barrier to production inference. Ideal for Chat, RAG, and early production AI.
GB300-PRO
For Chat, RAG, Simple Embeddings
4x GPU Cluster
96GB High-Bandwidth VRAM
Zero-Latency Interconnect
Delivers stable latency under scale. Designed for AI SaaS, agents, and high-QPS APIs
GB300-PRO
For Chat, RAG, Simple Embeddings
4x GPU Cluster
96GB High-Bandwidth VRAM
Zero-Latency Interconnect
Delivers stable latency under scale. Designed for AI SaaS, agents, and high-QPS APIs
GB300-PRO
For Chat, RAG, Simple Embeddings
4x GPU Cluster
96GB High-Bandwidth VRAM
Zero-Latency Interconnect
Delivers stable latency under scale. Designed for AI SaaS, agents, and high-QPS APIs
GB300-SUPERNODE
For Enterprise, Multimodal, Video AI
8x+ Custom Cluster
Multi-TB Shared VRAM
Dedicated Fiber Line
The lowest cost per token at scale. Built for Enterprise, multimodal, and heavy pipelines.
GB300-SUPERNODE
For Enterprise, Multimodal, Video AI
8x+ Custom Cluster
Multi-TB Shared VRAM
Dedicated Fiber Line
The lowest cost per token at scale. Built for Enterprise, multimodal, and heavy pipelines.
GB300-SUPERNODE
For Enterprise, Multimodal, Video AI
8x+ Custom Cluster
Multi-TB Shared VRAM
Dedicated Fiber Line
The lowest cost per token at scale. Built for Enterprise, multimodal, and heavy pipelines.
Engineering for the scale your ambition requires.
Engineering for the scale your ambition requires.
Tokens / $
Delivers significantly higher throughput per dollar than legacy GPU clouds by optimizing for inference, not just raw FLOPs.
Tokens / $
Delivers significantly higher throughput per dollar than legacy GPU clouds by optimizing for inference, not just raw FLOPs.
Tokens / $
Delivers significantly higher throughput per dollar than legacy GPU clouds by optimizing for inference, not just raw FLOPs.
Lower Latency
High-speed interconnects and memory bandwidth reduce time-to-first-token, even under high concurrency loads.
Lower Latency
High-speed interconnects and memory bandwidth reduce time-to-first-token, even under high concurrency loads.
Lower Latency
High-speed interconnects and memory bandwidth reduce time-to-first-token, even under high concurrency loads.
Uptime SLA
Dense "Supernode" architecture reduces rack complexity and failure points, ensuring enterprise-grade stability.
Uptime SLA
Dense "Supernode" architecture reduces rack complexity and failure points, ensuring enterprise-grade stability.
Uptime SLA
Dense "Supernode" architecture reduces rack complexity and failure points, ensuring enterprise-grade stability.
Is GB300 Right For You?
Is GB300 Right
For You?
Ideal If You...
Run production AI at scale (1M+ requests/month)
Are inference-heavy (e.g., chatbots, agents, analysis)
Care deeply about user-facing latency
Need AI margins to scale as you grow
Ideal If You...
Run production AI at scale (1M+ requests/month)
Are inference-heavy (e.g., chatbots, agents, analysis)
Care deeply about user-facing latency
Need AI margins to scale as you grow
Ideal If You...
Run production AI at scale (1M+ requests/month)
Are inference-heavy (e.g., chatbots, agents, analysis)
Care deeply about user-facing latency
Need AI margins to scale as you grow
Ideal If You...
Run production AI at scale (1M+ requests/month)
Are inference-heavy (e.g., chatbots, agents, analysis)
Care deeply about user-facing latency
Need AI margins to scale as you grow
Likely Overkill If You...
Only run small, sporadic batch jobs
Have very low GPU utilization (<10%)
Are still in early experimentation/prototyping phase
Rely exclusively on fine-tuning massive foundational models
Likely Overkill If You...
Only run small, sporadic batch jobs
Have very low GPU utilization (<10%)
Are still in early experimentation/prototyping phase
Rely exclusively on fine-tuning massive foundational models
Likely Overkill If You...
Only run small, sporadic batch jobs
Have very low GPU utilization (<10%)
Are still in early experimentation/prototyping phase
Rely exclusively on fine-tuning massive foundational models
Likely Overkill If You...
Only run small, sporadic batch jobs
Have very low GPU utilization (<10%)
Are still in early experimentation/prototyping phase
Rely exclusively on fine-tuning massive foundational models
If your infrastructure delivers 2–3× more tokens per dollar, your AI margin improves immediately.
Most legacy GPU clouds were built for training, not inference. The GB300 architecture cuts the fat, optimizing purely for the metric that matters: throughput per dollar spent.
Got questions?
Find the answers.
Got questions?
Find the answers.
Is GB300 more expensive than standard H100s?
No. While the raw hourly rate for a fully clustered node might look comparable, the efficiency gain means your cost-per-token drops by 40-60%. You get more throughput for the same spend.
Do we need to rewrite our entire stack?
Absolutely not. GB300 instances are fully compatible with standard container orchestration tools (Kubernetes, Docker) and popular inference servers (vLLM, TGI).
What’s the migration risk?
We offer a zero-downtime migration pilot. You can run GB300 in parallel with your current setup for 14 days at no cost to validate performance before switching traffic.
Is GB300 more expensive than standard H100s?
No. While the raw hourly rate for a fully clustered node might look comparable, the efficiency gain means your cost-per-token drops by 40-60%. You get more throughput for the same spend.
Do we need to rewrite our entire stack?
Absolutely not. GB300 instances are fully compatible with standard container orchestration tools (Kubernetes, Docker) and popular inference servers (vLLM, TGI).
What’s the migration risk?
We offer a zero-downtime migration pilot. You can run GB300 in parallel with your current setup for 14 days at no cost to validate performance before switching traffic.
Is GB300 more expensive than standard H100s?
No. While the raw hourly rate for a fully clustered node might look comparable, the efficiency gain means your cost-per-token drops by 40-60%. You get more throughput for the same spend.
Do we need to rewrite our entire stack?
Absolutely not. GB300 instances are fully compatible with standard container orchestration tools (Kubernetes, Docker) and popular inference servers (vLLM, TGI).
What’s the migration risk?
We offer a zero-downtime migration pilot. You can run GB300 in parallel with your current setup for 14 days at no cost to validate performance before switching traffic.