Zero of fourteen models named SolarWinds IP Address Manager first on the direct prompt; zero named NetBox. SolarWinds IP Address Manager was named by thirteen of the fourteen models and NetBox by eleven and SolarWinds IP Address Manager carries 39 labels and NetBox 17, so the shares are not directly comparable.
Named in one category this edition.
Named in four categories 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.
| 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. 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
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.