The rise of AI-native applications, reasoning models, and autonomous agents is driving a major shift toward an inference-driven economy where tokens become the core operational metric. Organizations are turning their focus to running production AI workloads that continuously serve users and generate tokens at scale, rather than managing clusters, runtimes, or model weights.
The next-gen inference cloud built for AI reasoning
When applications become more agentic, workloads require continuous evaluation, fine-tuning, and orchestration across models and agents in ongoing development loops, contributing to growing token volumes across AI workflows. Predictable performance metered by token consumption, such as tokens per second, time‑to‑first‑token, and end‑to‑end query latency, is becoming critical alongside model quality. That pushes infrastructure to evolve accordingly to eliminate operational friction across the AI lifecycle.
FPT AI Factory is enhanced into a supercomputing engine for this new era of AI operations. By tightly integrating NVIDIA HGX B300 GPUs with its cloud-native technology stack, FPT AI Factory operates as a “token factory”, delivering the infrastructure and operational efficiency needed to generate, process, and scale tokens economically across inference-heavy and agentic AI workloads.
NVIDIA HGX B300 GPU Cloud delivers breakthrough performance on the most complex workloads from training, agentic systems, and reasoning
Built on the NVIDIA Blackwell Ultra architecture, NVIDIA HGX B300 handles the most demanding AI workloads in the industry with significantly higher throughput and efficiency. Featuring 288GB memory per GPU and 2.1TB total GPU memory in a single node, NVIDIA HGX B300 boosts dense FP4 performance by up to 1.5x over NVIDIA Blackwell GPUs. This enables enterprises to run trillion-parameter models, multimodal AI systems, and long-context reasoning pipelines with fewer bottlenecks from memory constraints and inter-node communication. Beyond performance, they can offload the complexity of cluster and infrastructure operations, allowing AI teams to focus on balancing operational metrics that drive high-quality user experiences and optimal token throughput.
These advancements translate directly into AI economics. Organizations running on FPT AI Factory can achieve up to 66% lower inference costs, 49% reduced training costs, and up to 2.95x better cost-per-token optimization. These gains give organizations and AI practitioners greater economic headroom to scale models and serve more users, ultimately sharpening their competitive edge. The platform also provides enterprise-grade security and infrastructure reliability for real-world deployments, backed by direct-to-expert support.
Trusted regional AI infrastructure with expert-backed support
By combining its regional infrastructure with production-ready AI platforms, FPT AI Factory enables businesses across Southeast Asia and Japan to build and scale AI systems with greater performance, higher price-performance efficiency, and control in the inference era. NVIDIA HGX B300 GPU Cloud is now officially available on FPT AI Factory. Learn more at https://factory.fpt.ai/gpu-virtual-machine.
