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No Idle GPUs, No Data Leakage: QumulusAI Maximizes GPU Utilization for Multiple Customers on Shared Infrastructure

QumulusAI optimizes GPU utilization across multiple customers on shared infrastructure, maintaining strict data isolation. This practice prevents GPU idleness and potential security risks, enhancing performance and cost efficiency. Mazda Marvasti from Amberd highlights QumulusAI's contribution to infrastructure configuration that maximizes GPU use without compromising security.

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By Qumulusai · · Ai DeploymentsAmberdData IsolationGpu Cycles
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Key takeaways

01

Multi-tenant GPU infrastructure is vital for scaling AI deployments.

02

Organizations must maximize GPU usage while ensuring data isolation.

03

Shared environments pose security risks if not appropriately managed.

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Multi-tenant GPU infrastructure is becoming essential as AI deployments scale across customers. Organizations must maximize GPU utilization while maintaining strict data isolation. Idle compute reduces efficiency, yet shared environments can introduce security risks if not designed properly.

Optimizing GPU cycles across multiple customers is essential to maintaining performance and cost efficiency. Mazda Marvasti, the CEO of Amberd, explains that Amberd deploys several customer applications on shared infrastructure while ensuring complete data separation. Marvasti says working with QumulusAI allowed his team to configure infrastructure that maximizes GPU utilization without compromising security. He adds that managed services oversight ensures applications run efficiently while preventing cross-customer data exposure.

Video TranscriptExpand ↓

We have to be able to optimize the GPU utilization. So we can't have GPUs sitting around doing nothing. So we want to utilize that available GPU cycles for multiple customers with absolutely no data leakage. The flexibility of working with the Cumulus team to get the infrastructure exactly as we need it was very important because one of the things that we do is that we can deploy multiple customers onto the same infrastructure and they will not have access to each other's data. We have to be able to optimize the GPU utilization. Utilisation. So we can't have GPUs sitting around doing nothing. So we want to utilise that available GPU cycles for multiple customers with absolutely no data leakage. So we have a technology that enables us to deploy applications and then our managed services team to manage those applications for the customers while completely utilizing the GPU. Working with the Cumulus team, were able to set up the infrastructure exactly the way we needed in order for that to happen.

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CEO of Amberd, overseeing customer applications on shared infrastructure ensuring complete data separation. Managed services oversight ensures efficient applications while preventing cross-customer data exposure.

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