NetBox vs Infoblox Universal DDI
Zero of fourteen models named NetBox first on the direct prompt; two named Infoblox Universal DDI. NetBox was named by eleven of the fourteen models and Infoblox Universal DDI by fourteen and NetBox carries 17 labels and Infoblox Universal DDI 55, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
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
NetBoxFirst choices, of fourteen modelsInfoblox Universal DDI
Across every category in the November 2026 Edition, NetBox and Infoblox Universal DDI were named in the same answer thirty-four times, of the 163 answers naming NetBox and the 161 naming Infoblox Universal DDI. In those answers Infoblox Universal DDI took the first choice four times and NetBox four.
Every model, every framing
| 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 | | |
NetBox Infoblox Universal DDI first choice named as an alternative argued againstblank: not namedEach cell is one answer, NetBox on the left and Infoblox Universal DDI on the right.The direct prompt
Infoblox Universal DDI first, NetBox not the choice
2 of 14 modelsNetBox was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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
NetBox4%#6 of 11Infoblox Universal DDI2%#7 of 11NetBox8%#6 of 12Infoblox Universal DDI8%#8 of 12Infoblox Universal DDI60%#1 of 8NetBox0%#– of 8What 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
What the models said about Infoblox Universal DDI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Some AI models explicitly recommend avoiding Infoblox unless you have a larger budget.” Mistral Small · negative prompt · hard negative
“Some AI models recommend avoiding Infoblox unless you have a larger budget.” Llama 4 Maverick · negative prompt · hard negative
“What to Avoid on a Budget - Infoblox: The market leader but expensive.” Kimi K2 · budget prompt · hard negative
“Strongest reputation in large enterprise / service provider DDI... "largest, most mature enterprise DDI platform, increasingly security + AI + cloud-managed"” GPT-5.4 mini · comparative prompt · first choice
“Infoblox DDI is considered a market leader with comprehensive DDI features and strong security integrations, making it suitable for large enterprises.” Llama 4 Maverick · comparative prompt · first choice
“I'd recommend Infoblox if you need a serious, long-term IPAM platform that can grow with hybrid or multi-cloud networking.” GPT-5.4 mini · paraphrase prompt · first choice
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.