Two of fourteen models named Paessler PRTG Network Monitor first on the direct prompt; zero named LibreNMS. Paessler PRTG Network Monitor was named by thirteen of the fourteen models and LibreNMS by ten and Paessler PRTG Network Monitor carries 52 labels and LibreNMS 16, so the shares are not directly comparable.
Named in two 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. Five of five in this category shown.
“Has had vulnerabilities including CSS injection (CVE-2022-35739) and other issues” MiniMax M2.5 · negative prompt · soft negative
“PRTG — costs scale poorly and setup can be overwhelming” DeepSeek V4 Flash · negative prompt · soft negative
“PRTG is positioned as the broadest out-of-the-box package for small to mid-sized IT teams that want a quick start with broad coverage.” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend starting with Auvik or PRTG Network Monitor as top network management and automation software options” Grok 4.1 Fast · paraphrase prompt · first choice
“For most small-to-medium businesses with limited IT staff, a freemium tool like PRTG often provides 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. 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.