# NetBox: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 44 judge labels across 4 categories by 14 of 14 models. Page: https://it-ai-index.com/vendors/netbox/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data center infrastructure management | 17% | 2 | 7% | 29 |
| DDI and IP address management | 8% | 5 | 15% | 13 |
| Network monitoring and management | 0% | 40 | 0% | 1 |
| OT and IoT security | 0% | 70 | 0% | 1 |

## What the models said for it

- "The Best Open-Source Option: NetBox ... NetBox has quickly become the industry standard for IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) combined." (Qwen 3.7 Flash, DCIM)
- "The best DCIM tool for a company with a limited budget is NetBox, an open-source DCIM tool that is suitable for teams with no license budget." (Llama 4 Maverick, DCIM)
- "NetBox – This is an open-source, free-to-use DCIM tool that covers racks, devices, cabling, circuits, and IP address management." (Mistral Small, DCIM)
- "NetBox is the industry standard... NetBox Cloud (the managed SaaS version) gives you all the power of NetBox's robust APIs" (Gemini 3.5 Flash, DDI and IPAM)

## And against it

- "but it lacks built-in power and environmental monitoring out of the box" (DeepSeek V4 Flash, DCIM)
- "Open-source DDI tools (phpIPAM, NetBox, etc.) ... No enterprise SLA" (DeepSeek V4 Flash, DDI and IPAM)
- "using them as your core DDI platform carries operational risk" (Gemini 3.5 Flash, DDI and IPAM)
- "require more technical expertise to implement" (Claude Haiku 4.5, DCIM)

## 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.