AI & Accelerated Computing
Eliminate data silos and keep GPUs fully utilized with a unified data fabric that delivers fast, consistent access across edge, data center, and cloud—without copying or staging data.
copies required to unify data across edge, data center, and cloud
reduction in end-to-end AI training time
unified namespace for every dataset, workload, and location—without making copies
“The Reasoning Revolution is about unifying siloed data into a single platform where all teams and datasets can be applied to any problem—transforming underused, unstructured data into a competitive advantage and enabling AI to deliver insights beyond the questions we know to ask.”
Douglas Gourlay, President and CEO of Qumulo
Fast, reliable access to the right data is critical for AI accuracy. Qumulo unifies data across edge, core, and cloud—making it instantly available to AI systems anywhere, without copies. When you need more compute, burst to the cloud with low-latency access using Qumulo’s AI Cloud Data Accelerator.
Use the Qumulo Data Platform to make billions of files instantly accessible to AI workflows—on-prem or in the cloud, without copying or migrating data.
Run AI workloads wherever compute is available—on-prem, AWS, Azure, GCP, or OCI—without moving your data.
Maintain global consistency and centralized control across all environments with a single, unified data platform.
Enterprise AI is only as powerful as the data it can access and use for reasoning. Yet most enterprises’ data remains trapped in data silos, each tuned for a narrow workload and isolated by hardware, geography, or cloud. Qumulo was built to break down these barriers and unify every dataset, every location, and every workload into a single, sovereign data domain that fuels the AI Reasoning Revolution.
A key component of Cloud Data Fabric, Qumulo NeuralCache provides low-latency access even to your remote data – particularly critical for AI models. NeuralCache monitors activity and access patterns for every directory, anticipates the data that will be needed next, and pre-emptively stages it into local memory, decreasing time to results. NeuralCache can consistently deliver cache hit rates of over 90%, even for remotely-hosted data.
Qumulo provides enterprise wide knowledge assets to leading AI assistants, including integrations with Amazon Q and Microsoft Copilot.
AI is distributed, and so is Qumulo. Our Cloud Data Fabric allows AI workloads to run in AWS, Azure, GCP, OCI, and on Cisco UCS and HPE systems all at the same time—without ever refactoring applications or replicating datasets. Enterprises can arbitrage GPU resources across clouds, burst to elastic compute pools for training, and repatriate workloads for cost efficiency or sovereignty, all while maintaining a unified namespace and instant data consistency.
One storage solution that unifies all your data stores without sacrifice. From AI and HPC to archive and backup on a single data storage solution, that can be optimized for each, making it easier to bring your data all into a single data lake solution for the ultimate in AI model building, training, and inference support.
Accelerate deep learning operations for TensorFlow, PyTorch, and other AI frameworks by eliminating file-object translation delays. Qumulo delivers sub-millisecond latency and high throughput to maximize GPU performance, cutting end-to-end AI training times by over 30%.
Qumulo Data Platform ensures strict data consistency and real-time visibility, ensuring that your Enterprise AI workflows have access to the latest version of your data, vital to delivering timely insights and supporting informed decision-making.
We not only provide the latest version, we also provide a universal versioning and snapshot of data for AI governance across the entire enterprise.
AI Reasoning requires trust. Qumulo embeds compliance and control into the platform, supporting GDPR, HIPAA, and sovereign enclave requirements. Data security is enforced through at-rest and in-flight encryption, multi-tenant isolation via Qumulo Stratus, and AI Ops observability with Splunk. This ensures enterprises can responsibly deploy AI reasoning systems without compromising privacy, security, or regulatory posture.
Factory-floor sensors and computer vision analyze production as it happens. Qumulo streams footage and telemetry as needed, enabling faster models and better outcomes.
Petabytes of simulation, digital twin, and sensor data power next-gen autonomous vehicles. Qumulo accelerates the data pipeline behind it.
Genomics, clinical research, and pharmaceutical breakthroughs move faster when data moves freely. Qumulo powers the frontiers of human health.
From digital pathology to AI diagnostics, Qumulo unifies petabyte-scale image archives and PACS into a single platform, keeping care teams in sync.
When every second counts, Qumulo consolidates imagery, video, telemetry, and SIGINT into a unified, always-on fabric for mission-critical operations.
Ingest, store, and process billions of events daily, making them visible globally. Qumulo delivers real-time observability infrastructure for modern business decisions.
“We cut our model training time by a third — and we didn't change a single line of application code. Qumulo just made the data faster.”
VP of AI Infrastructure, Global Technology Enterprise
No ticket queue. 24/7 support from engineers who understand high-performance AI workloads, data pipelines, and large-scale infrastructure. Real humans. Real answers. Backed by the expertise your institution and regulators demand.
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The future doesn’t belong to those waiting years on power grids and turbine deliveries or multiple quarters for GPUs and network infrastructure.
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See how Qumulo unifies your data estate — from edge to cloud — and unlocks the full potential of your AI investment.
