Three of fourteen models named Auvik first on the direct prompt; zero named LibreNMS. Auvik was named by fourteen of the fourteen models and LibreNMS by ten and Auvik carries 33 labels and LibreNMS 16, 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 network monitoring and 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 four in this category shown.
“I'd recommend starting with Auvik if you have a decent IT budget and want the most polished, comprehensive network management + automation experience” DeepSeek V4 Flash · paraphrase prompt · first choice
“Go with Auvik if you have a lean IT team that needs instant visibility, automated network mapping, and hassle-free configuration backups” Gemini 3.5 Flash · paraphrase prompt · first choice
“Auvik or Domotz: These are cloud-based, incredibly easy to deploy... They are heavily favored by lean IT teams.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“open-source is usually a poor fit for mid-market teams” Gemini 3.5 Flash · direct prompt · hard negative
“I'd start with LibreNMS. It's free and open source, with automatic device discovery, SNMP-based monitoring, alerting” GPT-6 Luna · budget prompt · first choice
“Start with LibreNMS if you want quick wins, or Zabbix if you want a long-term, scalable solution” Kimi K2 · budget prompt · first choice
“Zabbix (robust, but requires setup) or LibreNMS (very easy to start)” Qwen 3.7 Flash · negative 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.