Seven of fourteen models named ManageEngine OpManager first on the direct prompt; zero named LibreNMS. ManageEngine OpManager was named by fourteen of the fourteen models and LibreNMS by ten and ManageEngine OpManager carries 35 labels and LibreNMS 16, so the shares are not directly comparable.
Named in seven 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. Four of four in this category shown.
“Be very cautious with ManageEngine; while feature-rich and cost-effective, their historical susceptibility to remote code execution requires rigorous security hardening” Qwen 3.7 Flash · negative prompt · soft negative
“Has experienced multiple vulnerabilities including authentication bypass, remote code execution, and cross-site scripting issues” MiniMax M2.5 · negative prompt · soft negative
“ManageEngine OpManager and Progress WhatsUp Gold frequently hit the sweet spot of features vs. cost” Kimi K2 · scale prompt · first choice
“The best network monitoring tool for a company with a limited budget is ManageEngine OpManager” Llama 4 Maverick · 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.