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TOPMOST Inference Service

Faster spin-up times. More responsive autoscaling.

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Serve inference faster with a solution that scales with you.


TOPMOST Inference Service offers a modern way to run inference that delivers better performance and minimal latency while being more cost-effective than other platforms.

See what makes our solution different:

Traditional tech stack
Managed cloud service

Most cloud providers built their architecture for generic use cases and hosting environments rather than compute-intensive use cases.

  • VMs host Kubernetes (K8s), which need to run through a hypervisor
  • Difficult to scale
  • Can take 5-10 min. or more to spin up instances
  • TOPMOST’s tech stack
    Multi-modal or serverless Kubernetes in the cloud

    Deploy containerized workloads via Kubernetes for increased portability, less complexity, and overall lower costs.


  • No hypervisor layer, so K8s runs directly on bare metal (hardware)
  • We leverage Kubevirt to host VMs inside K8s containers
  • Easy to scale
  • Spin up new instances in seconds



  • Autoscaling

    Optimize GPU resources for greater efficiency and less costs.



  • 5 seconds for small models
  • 10 seconds for GPT-J
  • 15 seconds for GPT-NeoX
  • 30-60 seconds for larger models
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    Serverless Kubernetes

    Deploy models without having to worry about correctly configuring the underlying framework.






    Networking

    Get ultramodern, high-performance networking out-of-the-box.



  • Deploy Load Balancer services with ease
  • Access the public internet via multiple global Tier
         1 providers at up to 100Gbps per node
  • Get custom configuration with TOPMOST
         Virtual Private Cloud (VPC)
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    Storage

    Easily access and scale storage capacity with solutions designed for your workloads.



    Save costs on inference from top to bottom.


    From optimized GPU usage and autoscaling to sensible resource pricing, we designed our solutions to be cost-effective for your workloads. Plus, you have the flexibility to configure your instances based on your deployment requirements.
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    Bare-metal speed and performance

    We run Kubernetes directly on bare metal, giving you less overhead and greater speed.

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    Scale without breaking the bank

    Spin-up 1,000s of GPUs in seconds and scale to zero during idle time, consuming neither resources nor incurring billing.

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    No fees for ingress, egress, or API calls

    Pay only for the resources you use and choose the solutions that enable you to run as cost effectively as possible.

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