# Spot by NetApp: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/spot-by-netapp

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 0% | 22 | 10% | 10 |

## What the models said for it

- "CloudHealth or Spot.io offer the automation and governance features needed for large-scale operations" (MiniMax M2.5, FinOps)
- "Highly specialized in compute optimization. It may lack the broad SaaS licensing features of Flexera" (Qwen 3.7 Flash, FinOps)
- "Spot.io/NetApp (workload automation)" (DeepSeek V4 Flash, FinOps)

## And against it

- "it offers limited rightsizing options for managing the size of VMs" (Claude Haiku 4.5, FinOps)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Spot by NetApp, from 18 of the 27 answers that named it (only the models that return a source list).

### Domains cited

- drdroid.io: 10
- techtarget.com: 9
- cloudaware.com: 7
- finout.io: 7
- g2.com: 5
- peerspot.com: 5
- github.com: 4
- spendark.com: 4
- spot.rackspace.com: 4
- amnic.com: 3

### Pages cited

- https://drdroid.io/engineering-tools/list-of-top-11-cloud-cost-management-platforms: 10
- https://techtarget.com/news/9-cloud-cost-management-tools-you-should-know-about/858555: 9
- https://finout.io/blog/best-cloud-cost-management-tools-for-continuous-improvement: 6
- https://spendark.com/blog/cloud-cost-management-alternatives: 4
- https://spot.rackspace.com/blog/cloud-spend-management: 4
- https://cio.com/article/189652/top-13-cloud-cost-management-tools.html: 3
- https://cloudaware.com/blog/cloud-cost-management-tools: 3
- https://cloudaware.com/blog/cloud-cost-optimization-tools: 3

## What it publishes

Every page flexera.com exposes, read 2026-09-29: 5025 addresses. By kind, pages and the last 90 days:

- blog: 1341 pages, 13 in the last 90 days, latest 2026-09-28
- case study: 58 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 156 pages, 0 in the last 90 days, latest 2026-01-30
- conference or event: 33 pages, 0 in the last 90 days, latest 2026-06-30
- report or ebook: 25 pages, 0 in the last 90 days, latest 2025-08-07
- comparison: 60 pages, 1 in the last 90 days, latest 2026-07-09
- template or tool: 7 pages, 0 in the last 90 days, latest 2024-09-18
- glossary or explainer: 68 pages, 1 in the last 90 days, latest 2026-09-02
- news or press: 195 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Enterprise ai governance guide https://www.flexera.com/blog/ai/enterprise-ai-governance-guide/
- Recent: 2026-09-25 blog: FinOps for AI: A practical guide to managing AI cloud costs (2026) https://www.flexera.com/blog/ai/finops-for-ai-cloud-costs
- Recent: 2026-09-24 blog: Ai cost management business case https://www.flexera.com/blog/ai/ai-cost-management-business-case
- Recent: 2026-09-24 blog: Ai cost managment business case https://www.flexera.com/blog/ai/ai-cost-managment-business-case/
- Recent: 2026-09-22 blog: The ai cost reckoning why token bills are becoming the new cloud bill https://www.flexera.com/blog/ai/the-ai-cost-reckoning-why-token-bills-are-becoming-the-new-cloud-bill
- Recent: 2026-09-16 blog: Ai impact data cloud spend https://www.flexera.com/blog/ai/ai-impact-data-cloud-spend

## 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.