Close-up of several black PCIe expansion cards installed inside a computer case, showing power cables connected to the components.

Furiosa RNGD PCIe Card

Powerfully efficient 180W PCIe inference

Name: Furiosa RNGD
Brand: FuriosaAI
Availability: InStock

Furiosa RNGD PCIe Card

RNGD (pronounced “renegade”) brings AI inference to the infrastructure you already run. Add AI capacity without adding additional power.

PEAK FP8

512 TFLOPS

MEMORY

48 GB HBM3

ON-CHIP SRAM

256 MB

TDP

180 W

Composite product image showcasing Furiosa RNGD AI accelerator hardware. The image features the external accelerator card with a red thermal enclosure alongside the exposed internal PCB, revealing the RNGD processor, power delivery components, memory interfaces, and board-level architecture. The side-by-side presentation highlights both the industrial design and engineering implementation of the high-performance AI accelerator.

Specifications

Peak FP8

512 TFLOPS

Processing elements

8 × 64 TFLOPS (FP8)

TDP

180 W

Memory

48 GB HBM3

Memory Bandwidth

1.5 TB/s

On-chip SRAM

256 MB

1.8× more tokens from every watt

RNGD delivers up to 2× higher token output per kilowatt across interactive serving thresholds for Qwen3-32B (FP8), maximizing concurrent user capacity within fixed power limits.

Token Throughput per Kilowatt

Short Context (1K ISL / 1K OSL)

Tokens per second per kW based on Qwen3-32B (FP8) using 1K/1K ISL/OSL comparing Furiosa RNGD (SDK 2026.4) and NVIDIA RTX PRO 6000 (vLLM 0.28.0). Measured on 4-card instances and scaled to standard 8-card server power envelopes (Furiosa NXT RNGD: 3.0 kW, RTX PRO 6000: 6.5 kW). LLM inference performance subject to change.

Token Throughput per Kilowatt

Long Context (31K ISL / 1K OSL)

Tokens per second per kW based on Qwen3-32B (FP8) using 31K/1K ISL/OSL comparing Furiosa RNGD (SDK 2026.4) and NVIDIA RTX PRO 6000 (vLLM 0.28.0). Measured on 4-card instances and scaled to standard 8-card server power envelopes (Furiosa NXT RNGD: 3.0 kW, RTX PRO 6000: 6.5 kW). Curves are shown up to 48 TPS per user, the highest per-user speed measured on both systems. LLM inference performance subject to change.

Download full benchmark paper

At 37 tokens/s per user

tok/s/kW

users/kW

Furiosa RNGD

779

21.3

Furiosa RNGD ÷ RTX PRO 6000

Throughput per kW

×1.66

CONCURRENCY

Shown when a system doesn’t reach the speed under the pointer.

Customer Stories

Scaling EXAONE Across Generations with One Inference Platform

POWER EFFICIENCY VS. A100

2.3×

EXAONE MODELS VALIDATED

5

Largest model validated, on 4 RNGD cards

236B

For a global enterprise like LG, foundation models have the potential to support AI applications across a wide range of businesses and use cases. As EXAONE evolved, LG AI Research needed inference infrastructure that could deliver power-efficient performance across successive model generations and support the organization at corporate scale.

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From Solar Pro 3 API to AI-Powered Search at Nationwide Scale

Foundation Model Builders

Korea's First Commercial NPU-as-a-Service, Built on Furiosa RNGD

Cloud Service Provider (CSP)

CSP & IT Services

“Furiosa RNGD provides a compelling combination of benefits: excellent real-world performance, a dramatic reduction in our total cost of ownership, and a surprisingly straightforward integration.”

KIJEONG JEON, PRODUCT UNIT LEAD

Built for every layer of the stack

Whether you develop frontier models, operate cloud infrastructure, or build vertical AI applications, Furiosa integrates natively into your operational architecture to deliver sustainable inference economics.

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Foundation Model Provider

Co-optimize quantization and compiler graph execution with our engineering team to deliver sustained model serving across expansive context windows.

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Cloud Service Provider

Cloud Service Provider (CSP)

We help regional cloud providers and data center operators expand AI cloud capacity and maximize compute density per megawatt using standard 180W air cooling.

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Enterprise & Sovereign AI

Keep your proprietary models and inference strictly behind your corporate firewall. We work with financial, industrial, and public institutions to deploy AI.

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AI Application ISVs

Scale your active user base. Deliver real-time agents, search summarization, and RAG at a lower TCO while protecting SLO.

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Neoclouds

Diversify your compute catalog beyond GPU allocations. We integrate RNGD into your virtualized infrastructure.

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MLOps/LLMOps Platforms

Accelerate your customers' models without altering their orchestrators. RNGD integrates seamlessly into existing Kubernetes clusters and serving pipelines.

Start Your RNGD Evaluation

Test RNGD against your own production SLOs. Get bare-metal access to validate your full stack on real hardware, or an OpenAI-compatible API endpoint to validate your application with nothing to install. Available worldwide.