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Purpose-built for teams and organisations
Rapid iteration on models and experiments
Flexibility for varied research workloads
Scalable from prototype to production
Simulation and analysis acceleration
Video, image, and content generation
Validate before scaling to cloud clusters
Isolated, predictable performance in controlled environments, without the complexity of cluster management or shared resource contention.
Workstation • Consumer Desktop • Integrated
A unified comparison across professional workstation GPUs, high‑end consumer GPUs, and modern integrated GPUs used in portable AI‑capable devices.
| GPU Family | Peak Compute | Memory | Architecture | Ideal Use Case |
|---|---|---|---|---|
| Professional Workstation GPUs | ||||
| NVIDIA RTX PRO 6000 Blackwell | ~125 TFLOPS FP32 5th-gen Tensor |
96 GB GDDR7 512-bit, very high BW |
Blackwell Latest Gen |
Ultra-high-end AI development, complex simulation, large-scale rendering |
| NVIDIA RTX 6000 Ada | ~91 TFLOPS FP32 4th-gen Tensor |
48 GB GDDR6 ECC ~960 GB/s BW |
Ada Lovelace 3rd-gen RT |
Certified CAD/DCC, rendering, simulation, and AI workstation tasks |
| NVIDIA RTX A6000 Ampere | ~38 TFLOPS FP32 3rd-gen Tensor |
48 GB GDDR6 ECC ~768 GB/s BW |
Ampere Proven Gen |
Proven pro visualization and AI prototyping; excellent FP32 + Tensor balance |
| AMD Radeon Pro W7900 | ~61 TFLOPS FP32 RDNA 3 |
48 GB GDDR6 ~864 GB/s BW |
RDNA 3 2nd-gen Ray Accel |
Large 3D scenes, heavy visualization, FP32 compute-oriented workloads |
| Consumer Desktop GPUs | ||||
| NVIDIA GeForce RTX 5090 | 100+ TFLOPS FP32 Blackwell Consumer |
32 GB GDDR7 Very high BW |
Blackwell Consumer Arch |
High-end content creation, real-time 3D, heavy generative AI workloads |
| Integrated GPUs (Mobile / Thin & Light) | ||||
| Apple M4 iGPU | Efficiency-oriented Varies by cores |
Unified LPDDR5X CPU/GPU/NPU shared |
Apple Silicon Unified Arch |
Portable media creation and on-device ML with long battery life |
| Intel Lunar Lake Xe2 iGPU | Mid-range compute RT + XMX AI Accel |
On-package LPDDR5X Unified Memory |
Xe2 Modern Integrated |
Thin-and-light Windows systems with balanced AI and graphics |
| Snapdragon X Elite (Adreno X1) | ~3.8–4.6 TFLOPS FP32 Strong NPU |
Unified LPDDR5X On-device |
Adreno X1 ARM-based GPU |
Battery-efficient Windows on Arm laptops with strong AI acceleration |
Certified, ECC-enabled memory and pro drivers for guaranteed performance and reliability in production workflows.
High raw performance and memory capacity at competitive pricing; ideal for creative professionals and AI developers on budgets.
Power-efficient, perfect for on-device inference and portable ML workloads with battery longevity.
Whether you're training models locally, fine-tuning generative AI, or running complex simulations, we design AI workstations built for sustained performance and scalability.