Zero of fourteen models named SolarWinds IP Address Manager first on the direct prompt; two named Infoblox Universal DDI. SolarWinds IP Address Manager was named by thirteen of the fourteen models and Infoblox Universal DDI by fourteen and SolarWinds IP Address Manager carries 39 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.
Across every category in the November 2026 Edition, SolarWinds IP Address Manager and Infoblox Universal DDI were named in the same answer seventy-one times, of the 111 answers naming SolarWinds IP Address Manager and the 161 naming Infoblox Universal DDI. In those answers Infoblox Universal DDI took the first choice eighteen times and SolarWinds IP Address Manager eleven.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Scales poorly beyond a few thousand IPs ... AI models consistently rate it negatively” GLM 4.7 FlashX · negative prompt · hard negative
“SolarWinds was compromised in the 2020 SUNBURST supply chain attack, and some models advise caution when using their products.” Llama 4 Maverick · negative prompt · soft negative
“More basic IPAM-focused solution, often for smaller environments” Kimi K2 · comparative prompt · soft negative
“My top choice is SolarWinds® IP Address Manager, due to its extensive feature list, intuitive and integrated user interface” Muse Glimmer 30B · 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
“open-source solutions like phpIPAM or entry-level commercial options like SolarWinds tend to offer the best value” Claude Haiku 4.5 · budget prompt · first choice
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.