AI Solutions

Compute infrastructure for real AI workloads.

Arxhe develops infrastructure around workload requirements rather than generic cloud assumptions.

AI Training

Train and fine-tune demanding models.

Large-model development requires coordinated accelerator, memory, networking and storage performance. Arxhe develops infrastructure approaches for:

distributed training
foundation-model development
model fine-tuning
multimodal AI
computer vision
research workloads

AI Inference

Infrastructure designed for deployment.

Inference requirements vary significantly according to model architecture, user volume, latency expectations and workload behaviour. Arxhe evaluates compute architecture around:

model size
concurrency
latency
throughput
memory requirements
availability
scaling strategy
total infrastructure cost

No generic performance claim substitutes for workload-specific testing.

Physical AI & Robotics

Compute for intelligence in the physical world.

Robotics and autonomous systems combine perception, reasoning, simulation and real-time interaction. Arxhe is interested in infrastructure supporting:

robotics
embodied AI
autonomous systems
computer vision
simulation
synthetic data
reinforcement learning
digital twins

Industrial & Enterprise AI

Infrastructure for specialised applications.

AI adoption is expanding across sectors including:

Arxhe works with customers and technology partners to understand the infrastructure requirements behind these applications.

resources and mining
energy
engineering
advanced manufacturing
research and education
healthcare technology
infrastructure
security
logistics
enterprise digital services

Visual & Scientific Computing

Accelerated computing beyond generative AI.

GPU and accelerator infrastructure can also support:

scientific computing
engineering simulation
visualisation
rendering
virtual production
digital twins
other compute-intensive applications

Disclaimer

Product names, specifications and trademarks referenced on this page are owned by their respective manufacturers. References are provided to describe technologies that Arxhe evaluates, integrates or may support. They do not imply that Arxhe is an authorised distributor, reseller, cloud partner or affiliate of the relevant manufacturer unless expressly stated.

Disclaimer

Performance varies according to hardware configuration, software, workload, model, network, storage and operating environment. Any Arxhe performance figures will identify the relevant test configuration and should not be interpreted as a universal performance guarantee.

Tell us what you are building?

Contact Arxhe