Sample Report • Real Findings • Anonymized Client

15 devices assessed. 4 ready for AI. 0 RDMA fabric paths.

This is a real Visual One Intelligence AI-readiness assessment with the client anonymized. The device verdicts are open below. The full matrix, all 6 remediation items, and the 0 to 365 day roadmap take one form.

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Visual One Intelligence • Infrastructure Assessment
Infrastructure AI-Readiness Assessment
Can ACME Widget run modern AI training and inference workloads on the infrastructure it owns today? A device-by-device readiness verdict across storage, compute, network fabric, and data protection.
May 27, 2026
Visual One Intelligence
15 2 Data Centers
ACME Widget
Training + Inference
1

Executive Summary

Fifteen infrastructure devices across two data centers (the Akron and NDC sites) were assessed against published vendor minimums for AI training and inference. The estate is a healthy, current-generation enterprise virtualization platform — but it was built for transactional and file workloads, not for accelerated computing. No GPU compute, no RDMA/RoCE fabric, and no all-flash AI data path are present today.

15
Devices Assessed
Across two data centers
4
Ready
Nutanix HCI + Rubrik: the AI landing zone
4
Needs-Upgrade
Below the AI data-path floor, upgrade path published
7
Blocked
No AI data-path role or end-of-life
0
RDMA Fabric Paths
FC-only estate: the hardest blocker
3
Additive Investments
GPU nodes, RDMA fabric, all-flash hot tier

The four Ready devices are the two Nutanix HCI clusters (current AOS 7.5.1, AHV GPU-passthrough capable) and the two Rubrik backup clusters (9.4.3) — the platforms a phased AI build would actually land on. The four Needs-Upgrade devices are the two PowerScale (Isilon) NAS clusters and the two PowerProtect Data Domain appliances: their software is supportable but they sit below the AI data-path floor. The seven Blocked devices are the three legacy Fibre Channel switches (no RDMA path, end-of-life switch OS) and four storage systems that are not AI data platforms — three Dell Unity arrays and a QNAP management NAS.

The Headline

This is not “rip and replace.” ACME Widget already owns a GPU-ready control plane in Nutanix and a current data-protection tier in Rubrik. The gap to an AI-capable estate is three additive investments — GPU compute nodes, an RDMA-capable east-west / storage fabric, and an all-flash hot data tier — not a wholesale refresh.

Data-Collection Caveat

Visual One Intelligence captures storage, fabric, and HCI telemetry; it does not enumerate server CPU SIMD level, RAM, GPU inventory, or NIC RDMA capability for this estate. GPU and host-OS readiness in this report is assessed at the platform-capability level (what the observed software can support), not from a per-server hardware bill of materials. A targeted compute-collection pass is recommended before procurement — see Section 07.

2

Enterprise Inventory

Every active device observed in the reporting period, with its firmware/OS, dominant media type, capacity utilization, and AI-readiness verdict. Storage utilization and media are drawn from the enterprise device and disk-type telemetry; fabric OS from the SAN switch summary.

DeviceClassFirmware / OSMediaUtil.Verdict
AKR-IsilonDell PowerScale (Isilon) NASOneFS 9.10.1.4SATA46%NEEDS-UPGRADE
NDC-IsilonDell PowerScale (Isilon) NASOneFS 9.10.1.6SATA63%NEEDS-UPGRADE
Nutanix-AKRNutanix HCI (AHV/Prism)AOS 7.5.1SSD18%READY
Nutanix-NDCNutanix HCI (AHV/Prism)AOS 7.5.1SSD28%READY
AKR-RubrikRubrik (data protection)9.4.3-31180SSD43%READY
NDC-RubrikRubrik (data protection)9.4.3-31180SSD56%READY
AKR-DD6800Dell PowerProtect Data DomainDDOS 7.3.0.5SATA63%NEEDS-UPGRADE
NDC-DD6800Dell PowerProtect Data DomainDDOS 7.3.0.5SATA56%NEEDS-UPGRADE
AKR-U300Dell EMC Unity (block/unified)Unity OE 5.2.2SATA88%BLOCKED
NDC-U300Dell EMC Unity (block/unified)Unity OE 5.2.2SATA90%BLOCKED
AKR-U650Dell EMC Unity (block/unified)Unity OE 5.2.1SSD11%BLOCKED
NDC-QNAP-MGMTQNAP QuTS hero (mgmt NAS)QuTS hero h5.2.6SATA77%BLOCKED
ACME-DS5300B-SW1Brocade FC switchFOS v7.1.1cBLOCKED
ACME-DS5300B-SW2Brocade FC switchFOS v7.1.1cBLOCKED
AKR-FCSW-1Cisco MDS FC switchNX-OS 6.2(11c)BLOCKED

Verdict definitionsReady: software ≥ AI floor and no missing prerequisite. Needs-Upgrade: below the AI floor but the vendor publishes an upgrade/expansion path on supported hardware. Blocked: no AI data-path role, end-of-life, or a missing prerequisite that cannot be added in place.

3

AI-Readiness Matrix

Each device class is audited against the attributes that determine whether it can sit on an AI training or inference data path: software floor, media tier, accelerator/GPU path, and RDMA fabric capability. Green passes the floor, red fails it, gray is a legacy/non-AI role.

Compute — Nutanix HCI
Config Health • Nutanix-AKR / Nutanix-NDC (AOS 7.5.1)
✓ PASS
AOS Version
7.5.1 (≥ 6.7 floor)
✓ PASS
vGPU / Passthrough
AHV-capable
✓ PASS
All-Flash Tier
SSD, 18–28% used
! GAP
GPU Nodes Present
not observed in VOI
! GAP
RDMA Fabric
FC-only today

Fig. 3.1 Nutanix is the strongest AI landing zone in the estate: current AOS, GPU-passthrough/vGPU capable on AHV, and ample free flash. The two gaps — GPU nodes and an RDMA fabric — are additive, not architectural.

Complete Report

The verdicts are above. The plan is in the full report.

  • The full AI-readiness matrix: storage, fabric, and data-protection floors audited device by device
  • All 6 remediation items with vendor-published specifics: GPU node options, RDMA fabric design, F-series flash tier
  • Capacity and data-path analysis, including which existing flash could seed a proof-of-concept today
  • The 0 to 365 day phased roadmap, sequenced by dependency
  • Methodology, vendor floors applied, and data-collection caveats

This is a sanitized sample of a real Visual One Intelligence AI-readiness assessment. Client identifiers have been anonymized. Your copy of the full report opens immediately after submission.

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