VDURA, provider of high-performance data storage infrastructure for AI factories and neoclouds, today announced VDURA Sentinel, a proactive support capability included with the VDURA Data Platform V12. Announced in Pittsburgh, Sentinel runs natively on the platform, watching continuously for faults and other notable events, immediately transmitting health information to support team and opening support tickets with diagnosis already attached.
For operators running GPU clusters, the cost of a storage fault is measured in the hours between the fault and the fix: idle accelerators, stalled training jobs, and for a neocloud, tenant SLAs at risk. Conventional storage support adds delay at every step. Someone notices a symptom, files a ticket, gathers logs, describes the problem, and waits for a technician to work out what happened. Sentinel removes that cycle.
Sentinel continuously reads health, capacity, and alert telemetry from each system and compares it against failure patterns VDURA has resolved across thousands of systems in the field. When a pattern matches, the VDURA support team receives a plain-language summary, a trend view, and a recommended action, with the service request already open and, where needed, a parts dispatch initiated on the customer's behalf. The first person to look at the ticket is looking at a diagnosis, not a blank page.
Sentinel is built on the same API-first foundation as the rest of the V12 platform. The collector gathers its telemetry through the platform's published APIs, and everything Sentinel sees is equally available to the customer's own dashboards and observability tooling. There is no privileged vendor-only view: operators get fleet-level observability into their storage as a first-class part of the platform, and VDURA support sees only the subset the customer chooses to share.
AI factories and GPU cloud providers operate under strict data-handling and tenant-isolation requirements, and many will not accept a vendor agent with write access or an opaque telemetry stream. Sentinel was designed around those constraints: read-only, outbound-only collector running inside customer environment with read-only credentials and only outbound HTTPS connections, no inbound access and no ability to change configuration or touch data.
File data never leaves the building. Sentinel does not transmit file contents, credentials, user or workload information, or logs. Only four categories of operational metadata can be shared: fleet health and capacity metrics, node inventory, alerts, and deep-dive diagnostics.
Per-category control with no support call required allows each of the four categories to be switched off independently, or all sharing can be disabled entirely, by the customer at any time. A built-in payload inspector shows the exact contents of every outbound push before it is sent. VDURA publishes the collector as dependency-free, readable Python so customer security teams can review exactly what it does.
"Every storage failure a customer sees is one we have almost certainly already seen and resolved somewhere else in the fleet," said Erik Salo, SVP of Marketing and Operations at VDURA. "Sentinel puts that fleet-wide knowledge to work automatically so the first person to look at a ticket is looking at a diagnosis instead of a blank page. For a GPU cloud, the gap between fault and fix is measured in idle accelerators and tenant SLAs. Closing that gap is what proactive support should mean."
Sentinel is included with the VDURA Data Platform V12 release, including the local fleet health dashboard and API access to the underlying telemetry. Proactive service requests and parts dispatch are delivered through VDURACare Premier, VDURA's 10-year support offering that covers hardware, software, and 24x7 expert response under a single contract.
About VDURA
VDURA is the high performance data storage infrastructure for AI factories and Neoclouds. Powered by HYDRA, its software-defined, mixed-fleet architecture keeps every GPU fed, every tenant isolated, and every cluster online, delivering hyperscale-class durability and economics with up to 12 nines of durability and a heritage of more than 1,000 production deployments.
