DDI and IP address management · November 2026 Edition
BlueCat Integrity vs NetBox
Four of fourteen models named BlueCat Integrity first on the direct prompt; zero named NetBox. BlueCat Integrity was named by thirteen of the fourteen models and NetBox by eleven and BlueCat Integrity carries 49 labels and NetBox 17, so the shares are not directly comparable.
Named in two categories this edition.
Named in four categories this edition.
First-choice share12%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 12; printed, not drawn.
Labels4917A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, BlueCat Integrity reading right to left. Rank and label count are printed, not drawn.Infoblox Universal DDI was named alongside these two in nine of the fourteen direct answers. BlueCat Micetro vs BlueCat Integrity · BlueCat Micetro vs NetBox · phpIPAM vs BlueCat Integrity
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the DDI and IP address management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
BlueCat IntegrityFirst choices, of fourteen modelsNetBox
Direct40
Paraphrase013 against BlueCat Integrity
Comparative30
Budget-constrained036 against BlueCat Integrity · 1 against NetBox
Scale-constrained20
Negative004 against BlueCat Integrity
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, BlueCat Integrity and NetBox were named in the same answer thirty-five times, of the 174 answers naming BlueCat Integrity and the 163 naming NetBox. In those answers NetBox took the first choice five times and BlueCat Integrity one.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where BlueCat Integrity and NetBox stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | |
BlueCat Integrity NetBox first choice named as an alternative argued againstblank: not namedEach cell is one answer, BlueCat Integrity on the left and NetBox on the right.The direct prompt
The plain question, one answer per model, grouped by where BlueCat Integrity and NetBox stood in it.
BlueCat Integrity first, NetBox not the choice
4 of 14 modelsNetBox was named in the answer but not as the choice, or not at all.Grok 4.20BlueCat Integrity alternatives: EfficientIP SOLIDserver, Men&Mice
Qwen 3.7 FlashBlueCat Integrity alternatives: Infoblox Universal DDI, SolarWinds IP Address Manager
GLM 4.7 FlashXBlueCat Integrity alternatives: Cygna DDI, Infoblox Universal DDI, SolarWinds IP Address Manager
Muse Glimmer 30BBlueCat Integrity alternatives: ManageEngine OpUtils, SolarWinds IP Address Manager
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniMicetro alternatives: BlueCat Integrity, Infoblox Universal DDI
DeepSeek V4 FlashBlueCat Micetro alternatives: BlueCat Integrity, EfficientIP SOLIDserver
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashBlueCat Micetro alternatives: EfficientIP SOLIDserver, Infoblox Universal DDI, TCPWave
Perplexity SonarBlueCat Micetro alternatives: Infoblox Universal DDI, ManageEngine DDI Central, SolarWinds IP Address Manager
Mistral SmallBlueCat Micetro, Infoblox Universal DDI alternatives: ManageEngine OpUtils, SolarWinds IP Address Manager
Llama 4 MaverickBlueCat Micetro alternatives: Infoblox Universal DDI, ManageEngine OpUtils, SolarWinds IP Address Manager
Kimi K2BlueCat Micetro alternatives: EfficientIP SOLIDserver
MiniMax M2.5BlueCat Micetro, Infoblox Universal DDI alternatives: SolarWinds IP Address Manager
GPT-6 LunaBlueCat Micetro alternatives: EfficientIP SOLIDserver, Infoblox Universal DDI
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
NetBox leads by four points.
NetBox4%#6 of 11BlueCat Integrity0%#11 of 11Mid-marketThe figures above
The order flips: BlueCat Integrity leads at mid-market.
BlueCat Integrity12%#4 of 12NetBox8%#6 of 12Enterprise
BlueCat Integrity leads by twenty-three points.
BlueCat Integrity23%#2 of 8NetBox0%#– of 8What the models said about BlueCat Integrity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“AI models suggest avoiding it unless necessary, as it may not be suitable for all business sizes.” Mistral Small · negative prompt · hard negative
“powerful but costly and likely overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“BlueCat, for example, describes Micetro as an overlay and Integrity as a full-stack platform; those are different approaches with different tradeoffs.” GPT-6 Luna · negative prompt · soft negative
“Choose BlueCat (specifically Micetro) if you want a modern, cloud-ready platform that scales easily and offers high value per dollar—often the preferred choice for growing mid-market B2B entities.” Qwen 3.7 Flash · direct prompt · first choice
“BlueCat (specifically BlueCat Integrity or their Address Manager with cloud options) is often the best overall DDI platform for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“BlueCat: Excels in stability, open standards, visibility, and centralized management. Often praised for security and ease in peer reviews.” Grok 4.20 · scale prompt · first choice
What the models said about NetBox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“it's not the same as getting one integrated DDI platform” GPT-6 Luna · budget prompt · soft negative
“NetBox is the other accepted open-source challenger. It is commonly recommended for solo or very small IT teams” Muse Glimmer 30B · budget prompt · first choice
“Choose NetBox / NetBox Cloud if your B2B company operates multi-cloud or hybrid environments” Gemini 3.5 Flash · paraphrase prompt · first choice
Also compared
BlueCat Micetro vs BlueCat IntegrityBlueCat Micetro vs NetBoxphpIPAM vs BlueCat IntegrityphpIPAM vs NetBoxSolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs NetBoxBlueCat Integrity vs ManageEngine OpUtilsBlueCat Integrity vs MicetroBlueCat Integrity vs Infoblox Universal DDIManageEngine OpUtils vs NetBoxNetBox vs MicetroNetBox vs Infoblox Universal DDIAll twenty-eight head-to-head pages and the full DDI and IPAM standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.