Index › IT › Products › NetBox · November 2026 Edition
4 categories · Ranked

NetBox

NetBox is an open-source IP address management tool that works as an API-first source of truth for infrastructure · netboxlabs.com ↗

#1Best rank (small business)
14/14Models named it
37First choices
20Warnings
November 2026 Edition · all company sizes counted.
Ranked inData center infrastructure management #1 small businessDDI and IP address management #6Network monitoring and management #20IT documentation #29
What AI models recommend in DCIM

Leads at small business. Thin evidence at enterprise: eight labels.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend 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 · Budget-constrained question · first choice
“NetBox is the other accepted open-source challenger. It is commonly recommended for solo or very small IT teams”Muse Glimmer 30B · Budget-constrained question · first choice
“Choose NetBox / NetBox Cloud if your B2B company operates multi-cloud or hybrid environments”Gemini 3.5 Flash · Paraphrase question · first choice
“NetBox is almost certainly your best bet — it's free, powerful, and widely used”DeepSeek V4 Flash · Budget-constrained question · first choice

What gives them pause

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

Also on the shortlist

The products named in the same answers as NetBox, over the 163 answers that named it, and how often each was the first choice instead.

What the models named instead of NetBox →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on NetBox's own site, not checked by Gane.

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How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named NetBox came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 148 of the 163 answers that named NetBox and are not a share of its labels.

Domains cited

guideflow.com65
g2.com57
gane.ai/indexpublisher (Gane)57
reddit.com50
sourceforge.net46
wizbrand.com41
motadata.com38
reliamag.com36
fluxbilling.app33
geekflare.com33

399 of the 456 domain citations in answers naming NetBox came from a third party's page. Fifty-seven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on NetBox across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash352010
Perplexity Sonar14128
Grok 4.2012216
Mistral Small11002
DeepSeek V4 Flash13004
Llama 4 Maverick10102
Qwen 3.7 Flash13105
Kimi K213105
GLM 4.7 FlashX12003
MiniMax M2.501102
GPT-6 Luna04015
Muse Glimmer 30B21104

What it publishes

Addresses on netboxlabs.com
845
subdomains included
Content
649
counted in the table below
Documentation
0
Product · Integration
0 · 46
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog394undatedDCIM, SD-WAN
Conference or event123undated
Webinar or virtual event63undatedDCIM
Podcast or video20undated
News or press19undated
Case study14undated
Report or ebook11undated
Comparison3undated
Glossary or explainer2undatedDCIM

Events in person

Announced as of October 5, 2026

As the event pages on netboxlabs.com state them, read October 5, 2026.

How it is countedHide how it is counted

Every page netboxlabs.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.