Cut your AI spend by 50% at scale.

Guaranteed.

Optimize your inference.

Cogniware software and services combine to enable you to maximize your AI infrastructure investments – delivering the most cost-effective, high performance inference at scale.

Inference stack optimization services

Neocloud data center design services

Middleware that makes AI more efficient

Maximize the impact of every GPU.

Patent-pending Cogniware technology helps enterprises cut the cost and complexity of generative AI by making inference more efficient, scalable, accurate, and hardware-flexible.

  • Cogniware middleware optimizes how GenAI systems use compute resources, enabling organizations to run multiple LLMs on a single device, improve hardware utilization, and reduce infrastructure costs by up to 70%.

  • Unique dual-reasoning, multi-model inference improves accuracy, reduces hallucinations, and increases efficiency via intelligent model routing and orchestration.

  • The platform supports deployment across NVIDIA, Intel, AMD, and other architectures, helping organizations avoid vendor lock-in while scaling AI workloads more cost-effectively.

Optimize your inference stack from models to megawatts.

Our strategic consulting services to help enterprises design, optimize, and scale high-performance generative and agentic AI systems so they deliver better economics, performance, and business impact.

  • We maximize your infrastructure investment. Benchmark current inference performance and implement a range of performance enhancing techniques, from cache optimization to model routing and orchestration.

  • We help you build smarter. Plan flexible, high performance architectures from scratch, focused on delivering scale, throughput, and resiliency – while maintaining flexibility to change models and vendors without replatforming.

Engineer for high density AI compute.

We design AI-native NeoCloud data centers that deliver the density, resiliency, performance, and flexibility required to run modern AI workloads at scale.

  • Our infrastructure architecture is purpose-built for high-density AI compute, combining advanced power engineering, progressive liquid-cooling readiness, high-throughput storage, tenant isolation, and expansion capacity.

  • Our network and accelerator strategy supports large-scale training and low-latency inference with non-blocking 800G fabric, RDMA/RoCEv2 capability, and flexible support for NVIDIA, AMD, and Intel platforms.

  • From sovereign AI environments to commissioning and operations, we support the full lifecycle required to deploy secure, resilient, production-ready AI infrastructure.

Our impact

  • Line drawing of a computer chip with 'AI' in the center.

    We optimize compute utilization for AI workloads

  • Black and white line drawing of an industrial factory with smoke coming out of smokestacks and power lines.

    We cut down on power needed for compute and cooling

  • Black and white line drawing of a tree with a rounded canopy and a straight trunk.

    We reduce the need to build additional data center facilities

Cogniware AI dual-reasoning icon (TM) in black.

Get started with Cogniware today.