Zero of fourteen models named Zabbix first on the direct prompt; two named Site24x7. Zabbix was named by fourteen of the fourteen models and Site24x7 by twelve and Zabbix carries 53 labels and Site24x7 27, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eleven 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 infrastructure monitoring page.
Across every category in the November 2026 Edition, Zabbix and Site24x7 were named in the same answer 106 times, of the 358 answers naming Zabbix and the 316 naming Site24x7. In those answers Site24x7 took the first choice twenty-six times and Zabbix five.
| 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. Five of five in this category shown.
“Zabbix, Nagios, and comparable systems can be effective, but their technical and staffing costs may outweigh free or low license pricing as environments grow.” Perplexity Sonar · negative prompt · soft negative
“Interface can be confusing, jumps between config and viewing; at scale, you need significant tuning, proxy management, and history database optimization.” GLM 4.7 FlashX · negative prompt · soft negative
“starting with Zabbix, Prometheus + Grafana, or Checkmk Community gives you enterprise-grade visibility without any licensing cost” GLM 4.7 FlashX · budget prompt · first choice
“Zabbix – best all-in-one, no license budget ... It is the most complete free forever platform for full NOC visibility.” Muse Glimmer 30B · budget prompt · first choice
“For most small or budget-conscious companies monitoring servers, network devices, and services, I'd start with Zabbix.” GPT-6 Luna · budget prompt · first choice
No label in this category carried a quote.
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.