Three of fourteen models named Auvik first on the direct prompt; zero named LibreNMS. Auvik was named by eleven of the fourteen models and LibreNMS by thirteen and Auvik carries 27 labels and LibreNMS 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 November 2026 Edition, Auvik and LibreNMS were named in the same answer nineteen times, of the 91 answers naming Auvik and the 70 naming LibreNMS. In those answers LibreNMS took the first choice zero times and Auvik one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of seven in this category shown.
“Avoid if possible: Fully commercial tools like SolarWinds, LogicMonitor, or Auvik” Grok 4.20 · budget prompt · hard negative
“PRTG, Auvik, WhatsUp Gold, and Kentik are examples of products whose pricing units should be modeled carefully before purchase.” Perplexity Sonar · negative prompt · soft negative
“Auvik's device-count pricing and noisy default alerting can be drawbacks for some users” Mistral Small · negative prompt · soft negative
“Auvik – best value for mid-market ... Auvik or ManageEngine OpManager are the most frequently recommended mid-market options in 2026 reviews” Muse Glimmer 30B · paraphrase prompt · first choice
“Auvik is your best choice if you want the fastest time-to-value with automated discovery and mapping” DeepSeek V4 Flash · direct prompt · first choice
“If you're prioritizing simplicity and fast time-to-value → Auvik as your primary platform.” DeepSeek V4 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Five-minute defaults, notably associated with LibreNMS, can miss short congestion bursts and interface flapping” Perplexity Sonar · negative prompt · soft negative
“My suggestion: Start with LibreNMS. It strikes the best balance between a modern interface, automatic device discovery, and being entirely free forever” Qwen 3.7 Flash · budget prompt · first choice
“If you have a Linux admin on staff, start with LibreNMS (for network gear) or Zabbix (for everything).” Gemini 3.5 Flash · budget prompt · first choice
“Zabbix and LibreNMS are excellent open-source choices” Mistral Small · budget 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.