ManageEngine OpUtils vs Infoblox Universal DDI
Zero of fourteen models named ManageEngine OpUtils first on the direct prompt; two named Infoblox Universal DDI. ManageEngine OpUtils was named by eleven of the fourteen models and Infoblox Universal DDI by fourteen and ManageEngine OpUtils carries 15 labels and Infoblox Universal DDI 55, so the shares are not directly comparable.
Named in one category 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
ManageEngine OpUtilsFirst choices, of fourteen modelsInfoblox Universal DDI
Across every category in the November 2026 Edition, ManageEngine OpUtils and Infoblox Universal DDI were named in the same answer twenty-five times, of the 44 answers naming ManageEngine OpUtils and the 161 naming Infoblox Universal DDI. In those answers Infoblox Universal DDI took the first choice one time and ManageEngine OpUtils seven.
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 | | |
ManageEngine OpUtils Infoblox Universal DDI first choice named as an alternative argued againstblank: not namedEach cell is one answer, ManageEngine OpUtils on the left and Infoblox Universal DDI on the right.The direct prompt
Infoblox Universal DDI first, ManageEngine OpUtils an alternative
2 of 14 modelsManageEngine OpUtils was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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
ManageEngine OpUtils12%#4 of 11Infoblox Universal DDI2%#7 of 11ManageEngine OpUtils10%#5 of 12Infoblox Universal DDI8%#8 of 12Infoblox Universal DDI60%#1 of 8ManageEngine OpUtils—not namedWhat the models said about ManageEngine OpUtils
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Top Recommendation: ManageEngine OpUtils ... Start with ManageEngine OpUtils for most mid-sized B2B companies.” Kimi K2 · paraphrase prompt · first choice
“The best IP address management tool for a mid-sized B2B company would be SolarWinds IPAM or ManageEngine OpUtils.” Llama 4 Maverick · paraphrase prompt · first choice
“For most mid-sized B2B companies, ManageEngine OpUtils is a strong, cost-effective choice.” Mistral Small · 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.