# NetBox: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 57 judge labels across 4 categories by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/netbox

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data center infrastructure management](https://www.gane.ai/index/it/operations/data-center-infrastructure-management/index.md) | 16% | 3 | 9% | 33 |
| [DDI and IP address management](https://www.gane.ai/index/it/network/ddi-and-ipam/index.md) | 8% | 6 | 6% | 17 |
| [Network monitoring and management](https://www.gane.ai/index/it/network/network-monitoring-and-management/index.md) | 0% | 20 | 0% | 4 |
| [IT documentation](https://www.gane.ai/index/it/operations/it-documentation/index.md) | 0% | 29 | 0% | 3 |

## What the models said for it

- "Start with NetBox if you have technical staff who can manage it. It's the most capable and actively maintained free option" (Kimi K2, DCIM)
- "NetBox is the other accepted open-source challenger. It is commonly recommended for solo or very small IT teams" (Muse Glimmer 30B, DDI and IPAM)
- "Choose NetBox / NetBox Cloud if your B2B company operates multi-cloud or hybrid environments" (Gemini 3.5 Flash, DDI and IPAM)
- "NetBox is almost certainly your best bet — it's free, powerful, and widely used" (DeepSeek V4 Flash, DCIM)

## And against it

- "NetBox and similar tools can work when engineering resources are available, but they are not a turnkey replacement" (Perplexity Sonar, DCIM)
- "Great for smaller B2B teams but lacks advanced monitoring/analytics... Not ideal if you need vendor support." (Grok 4.20, DCIM)
- "it's not the same as getting one integrated DDI platform" (GPT-6 Luna, DDI and IPAM)
- "but not a full facilities-monitoring DCIM platform" (Perplexity Sonar, DCIM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 3 | 5 | 2 | 0 | 10 |
| Perplexity Sonar | 1 | 4 | 1 | 2 | 8 |
| Grok 4.20 | 1 | 2 | 2 | 1 | 6 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 0 | 4 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 3 | 1 | 0 | 5 |
| Kimi K2 | 1 | 3 | 1 | 0 | 5 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 4 | 0 | 1 | 5 |
| Muse Glimmer 30B | 2 | 1 | 1 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named NetBox, from 148 of the 163 answers that named it (only the models that return a source list).

### Domains cited

- guideflow.com: 65
- g2.com: 57
- gane.ai/index: 57
- reddit.com: 50
- sourceforge.net: 46
- wizbrand.com: 41
- motadata.com: 38
- reliamag.com: 36
- fluxbilling.app: 33
- geekflare.com: 33

### Pages cited

- https://guideflow.com/blog/dcim-software: 54
- https://wizbrand.com/tutorials/top-10-data-center-infrastructure-management-dcim-software-features-pros-cons-comparison: 41
- https://motadata.com/blog/data-center-infrastructure-management-tools: 36
- https://reliamag.com/topics/guides/best-dcim-software: 35
- https://www.gane.ai/index/it/operations/data-center-infrastructure-management/smb: 33
- https://geekflare.com/cloud/dcim-software: 32
- https://fluxbilling.app/blog/dcim-software-pricing: 22
- https://topbusinesssoftware.com/categories/data-center-infrastructure-management-dcim/small-business-orgs: 21

## In its own words

What NetBox's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Infrastructure intelligence your team (and agents) can trust (https://netboxlabs.com/)
- For: your team (and agents) (https://netboxlabs.com/)
- Free plan or trial: Start for free (https://netboxlabs.com/)
- Customers named: CoreWeave, Cisco Systems, Dartmouth College, Presidio

## What it publishes

Every page netboxlabs.com exposes, read 2026-10-05: 845 addresses. By kind, pages and the last 90 days:

- blog: 394 pages, 0 in the last 90 days, latest undated
- case study: 14 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 63 pages, 0 in the last 90 days, latest undated
- conference or event: 123 pages, 0 in the last 90 days, latest undated
- report or ebook: 11 pages, 0 in the last 90 days, latest undated
- comparison: 3 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- podcast or video: 20 pages, 0 in the last 90 days, latest undated
- news or press: 19 pages, 0 in the last 90 days, latest undated

## 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.