# Qumulo: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/qumulo

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise storage systems](https://www.gane.ai/index/it/cloud/enterprise-storage-systems/index.md) | 0% | 129 | 50% | 2 |

## And against it

- "Strong for distributed file but can be niche/expensive." (Grok 4.20, Enterprise storage)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Qumulo, from 3 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- dell.com: 2
- ibm.com: 2
- storagenewsletter.com: 2
- techtarget.com: 2
- aws.amazon.com: 1
- berkeley.service-now.com: 1
- blog.451alliance.com: 1
- blog.internxt.com: 1
- c4cgroup.co.uk: 1
- ciopages.com: 1

### Pages cited

- https://aws.amazon.com/blogs/storage/comparing-your-on-premises-storage-patterns-with-aws-storage-services: 1
- https://berkeley.service-now.com/kb_view.do: 1
- https://blog.451alliance.com/what-do-it-pros-want-from-their-storage-vendors: 1
- https://blog.internxt.com/most-efficient-object-storage-products: 1
- https://c4cgroup.co.uk/guides/buying-enterprise-storage: 1
- https://c4cgroup.co.uk/guides/choosing-enterprise-storage: 1
- https://ciopages.com/buyer-guides/enterprise-storage: 1
- https://cloudian.com/guides/ai-infrastructure/object-storage-selection-criteria-for-large-data-and-top-5-solutions-that-meet-them: 1

## In its own words

What Qumulo's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Store, manage, and simplify all your unstructured data and hybrid workflows in one platform, anywhere - at the edge, in the core, or in any cloud. (https://qumulo.com/)
- For: Built for the most demanding enterprise workloads (https://qumulo.com/)
- Certifications: SOC 2, GDPR, HIPAA, FIPS 140-3
- Customers named: Blur Studio, Olivia Newton John Cancer Research Institute, STRADVISION, New Orleans Real-Time Crime Center

## What it publishes

Every page qumulo.com exposes, read 2026-09-29: 3284 addresses. By kind, pages and the last 90 days:

- blog: 39 pages, 13 in the last 90 days, latest 2026-09-24
- case study: 31 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 5 pages, 0 in the last 90 days, latest undated
- conference or event: 19 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-24 blog: Spend less time searching qumulo brings neuralsearch to adobe premiere pro https://qumulo.com/blog/spend-less-time-searching-qumulo-brings-neuralsearch-to-adobe-premiere-pro
- Recent: 2026-09-11 blog: Qumulo achieves the aws life sciences competency https://qumulo.com/blog/qumulo-achieves-the-aws-life-sciences-competency
- Recent: 2026-08-25 blog: From data chaos to instant insight ai powered file intelligence at scale https://qumulo.com/blog/from-data-chaos-to-instant-insight-ai-powered-file-intelligence-at-scale
- Recent: 2026-08-13 blog: Securing cloud native qumulo on azure a new guide for configuring backup and secu https://qumulo.com/blog/securing-cloud-native-qumulo-on-azure-a-new-guide-for-configuring-backup-and-secu
- Recent: 2026-08-12 blog: A hospital networks backup contract was ending compliance couldnt wait https://qumulo.com/blog/a-hospital-networks-backup-contract-was-ending-compliance-couldnt-wait
- Recent: 2026-08-03 blog: From detection to containment in seconds why qumulo neuralprotect combined with c https://qumulo.com/blog/from-detection-to-containment-in-seconds-why-qumulo-neuralprotect-combined-with-c

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.