Zero of fourteen models named NetBox first on the direct prompt; zero named EfficientIP SOLIDserver. NetBox was named by eight of the fourteen models and EfficientIP SOLIDserver by eleven and NetBox carries 13 labels and EfficientIP SOLIDserver 32, 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Three of three in this category shown.
“Open-source DDI tools (phpIPAM, NetBox, etc.) ... No enterprise SLA” DeepSeek V4 Flash · negative prompt · soft negative
“using them as your core DDI platform carries operational risk” Gemini 3.5 Flash · negative prompt · soft negative
“NetBox is the industry standard... NetBox Cloud (the managed SaaS version) gives you all the power of NetBox's robust APIs” Gemini 3.5 Flash · paraphrase 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.
“Avoid: Enterprise solutions like Infoblox or EfficientIP SOLIDserver unless you have a larger budget” Kimi K2 · budget prompt · hard negative
“Avoid enterprise platforms like Infoblox, BlueCat, and EfficientIP SOLIDserver” DeepSeek V4 Flash · budget prompt · hard negative
“their proprietary hardware/virtual appliances and licensing models can easily exceed tens of thousands of dollars annually” Gemini 3.5 Flash · budget prompt · soft negative
“or EfficientIP if you want an all-in-one commercial DDI product” GPT-5.4 mini · budget prompt · first choice
“Get quotes from EfficientIP and others to anchor your budget.” Kimi K2 · scale prompt · first choice
“Best "all-in-one" option if you want to completely replace Microsoft DHCP/DNS with a cost-effective, highly secure, and automation-friendly appliance architecture.” Gemini 3.5 Flash · scale prompt · alternative
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.