USE CASES

Purpose-built acceleration where it matters most

Powered by MPPA® architecture, Kalray's Data Processing Unit technologies deliver performance, efficiency, and scalability where it matters most, enabling smarter AI, accelerated storage and networking, and more secure infrastructure from AI factories and HPC to cloud and edge.

STORAGE & DATA

Throughput without the CPU tax

Data movement, encryption, and I/O processing are major bottlenecks in modern storage infrastructures. DPUs bring parallelism and dedicated processing to eliminate those bottlenecks, especially for AI, HPC, and cloud environments.

WHY DPUS?
Storage Acceleration Patterns
NETWORKING

Free your CPUs from the data path

Packet processing and traffic flow management are placing increasing strain on CPU resources when using traditional Network Interface Cards. DPUs overcome these limitations by offloading and accelerating packet and flow processing directly on the DPU, freeing CPU cycles while delivering higher throughput, lower latency, and more efficient networking across AI and HPC fabrics, as well as cloud environments.

WHY DPUS?
Network Acceleration Patterns
SECURITY

Hardware-rooted isolation at wire speed

Fine-grained security processing, encryption, and isolation are becoming essential in modern public and multi-tenant infrastructures. DPUs offload critical security functions, encryption, policy enforcement, segmentation, inspection, and threat detection, onto dedicated hardware, delivering strong isolation and enabling zero-trust security at wire speed.

WHY DPUS?
Security Acceleration Patterns
ARTIFICIAL INTELLIGENCE

Keep GPUs fed, utilized, focused

As AI workloads grow more distributed and LLM architectures get more complex, network and data movements are now a first-class performance bottleneck. DPUs are becoming a foundational building block for modern AI infrastructure by offloading critical tasks such as RDMA communication, storage-to-GPU data paths, and KV cache transfers, keeping GPUs fed, utilized, and focused entirely on inference and training.

WHY DPUS?
Where DPUs Change AI Infrastructure Economics
5G & TELCO EDGE CLOUDS

Wire-speed processing for the cloud-native telco edge

5G and telco edge clouds demand wire-speed packet processing, ultra-low latency, and support for dense, virtualized network functions. DPUs offload and accelerate critical workloads, vRAN, UPF, directly in silicon, freeing CPUs for higher-value tasks. They deliver cloud-native efficiency with predictable performance for the most demanding 5G and edge environments.

WHY DPUS?
5G & Telco Edge Patterns
CUSTOM DPU USE CASES

Industries with specific needs build their own

From aerospace to deep tech, not every workload fits a predefined category. DPUs can be custom-designed for virtually any compute-intensive or latency-sensitive task. Whether you're building specialized pipelines, protocol stacks, or unique AI flows, DPUs can be architected to give you full control over performance, power, and flexibility.

WHY DPUS?
Build your own
GET STARTED

From use case to deployed acceleration

Whichever way you want to engage, cards, IPs, services, talk to Kalray about your acceleration needs.