Seven of fourteen models named ManageEngine OpManager first on the direct prompt; zero named Nagios. Both were named by all fourteen models and ManageEngine OpManager carries 35 labels and Nagios 32, so the shares are not directly comparable.
Named in seven categories this edition.
Named in two 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 network monitoring and management page.
Across every category in the October 2026 Edition, ManageEngine OpManager and Nagios were named in the same answer forty-five times, of the 194 answers naming ManageEngine OpManager and the 156 naming Nagios. In those answers Nagios took the first choice zero times and ManageEngine OpManager six.
| 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.
“Nagios: Steer clear if you're not a highly technical user.” Grok 4.1 Fast · negative prompt · hard negative
“often an open-source option like Zabbix or Nagios Core, as they provide robust features at zero licensing cost” Grok 4.1 Fast · budget prompt · first choice
“For most small businesses, Zabbix and Nagios Core are the top free choices” Mistral Small · budget prompt · first choice
“Nagios Xi - a broad network and infrastructure monitoring tool with sensor-level control, suitable for mid-market IT teams.” Llama 4 Maverick · direct 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.