DDI and IP address management · November 2026 Edition
BlueCat Integrity vs Infoblox Universal DDI
Four of fourteen models named BlueCat Integrity first on the direct prompt; two named Infoblox Universal DDI. BlueCat Integrity was named by thirteen of the fourteen models and Infoblox Universal DDI by fourteen and BlueCat Integrity carries 49 labels and Infoblox Universal DDI 55, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share12%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 12; printed, not drawn.
Labels4955A 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.BlueCat Micetro was named alongside these two in eight of the fourteen direct answers. BlueCat Micetro vs BlueCat Integrity · BlueCat Micetro vs Infoblox Universal DDI · 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 modelsInfoblox Universal DDI
Direct423 against Infoblox Universal DDI
Paraphrase013 against BlueCat Integrity · 5 against Infoblox Universal DDI
Comparative39
Budget-constrained006 against BlueCat Integrity · 7 against Infoblox Universal DDI
Scale-constrained211 against Infoblox Universal DDI
Negative004 against BlueCat Integrity · 6 against Infoblox Universal DDI
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 Infoblox Universal DDI were named in the same answer 133 times, of the 174 answers naming BlueCat Integrity and the 161 naming Infoblox Universal DDI. In those answers Infoblox Universal DDI took the first choice thirty-two times and BlueCat Integrity seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where BlueCat Integrity and Infoblox Universal DDI 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 Infoblox Universal DDI first choice named as an alternative argued againstblank: not namedEach cell is one answer, BlueCat Integrity on the left and Infoblox Universal DDI on the right.The direct prompt
The plain question, one answer per model, grouped by where BlueCat Integrity and Infoblox Universal DDI stood in it.
BlueCat Integrity first, Infoblox Universal DDI an alternative
4 of 14 modelsInfoblox Universal DDI 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
Infoblox Universal DDI first, BlueCat Integrity not the choice
2 of 14 modelsBlueCat Integrity was named in the answer but not as the choice, or not at all.Mistral SmallBlueCat Micetro, Infoblox Universal DDI alternatives: ManageEngine OpUtils, SolarWinds IP Address Manager
MiniMax M2.5BlueCat Micetro, Infoblox Universal DDI alternatives: SolarWinds IP Address Manager
Neither was the first choice, one was named
6 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
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
DeepSeek V4 FlashBlueCat Micetro alternatives: BlueCat Integrity, EfficientIP SOLIDserver
Llama 4 MaverickBlueCat Micetro alternatives: Infoblox Universal DDI, ManageEngine OpUtils, SolarWinds IP Address Manager
GPT-6 LunaBlueCat Micetro alternatives: EfficientIP SOLIDserver, Infoblox Universal DDI
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Kimi K2BlueCat Micetro alternatives: EfficientIP SOLIDserver
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
Infoblox Universal DDI leads by two points.
Infoblox Universal DDI2%#7 of 11BlueCat Integrity0%#11 of 11Mid-marketThe figures above
The order flips: BlueCat Integrity leads at mid-market.
BlueCat Integrity12%#4 of 12Infoblox Universal DDI8%#8 of 12Enterprise
The order flips: Infoblox Universal DDI leads at enterprise.
Infoblox Universal DDI60%#1 of 8BlueCat Integrity23%#2 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 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
Also compared
BlueCat Micetro vs BlueCat IntegrityBlueCat Micetro vs Infoblox Universal DDIphpIPAM vs BlueCat IntegrityphpIPAM vs Infoblox Universal DDISolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs Infoblox Universal DDIBlueCat Integrity vs ManageEngine OpUtilsBlueCat Integrity vs NetBoxBlueCat Integrity vs MicetroManageEngine OpUtils vs Infoblox Universal DDINetBox vs Infoblox Universal DDIMicetro 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.