Zabbix vs Grafana
Zero of fourteen models named Zabbix first on the direct prompt; one named Grafana. Zabbix was named by fourteen of the fourteen models and Grafana by twelve and Zabbix carries 46 labels and Grafana 33, so the shares are not directly comparable.
Named in eight categories this edition.
Named in five 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.
By framing
ZabbixFirst choices, of fourteen modelsGrafana
Every model, every framing
| 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 | | | | | |
Zabbix Grafana first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zabbix on the left and Grafana on the right.The direct prompt
Grafana first, Zabbix not the choice
1 of 14 modelsZabbix was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Zabbix
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid Nagios and raw Zabbix if you value speed and ease-of-use over granular control.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid Zabbix if you need modern UI and simplicity, as its user interface feels dated.” Claude Haiku 4.5 · negative prompt · hard negative
“Zabbix – best all-in-one for traditional infrastructure ... Need one install with UI, alerting and auto-discovery and minimal ops overhead → Zabbix.” Muse Glimmer 30B · budget prompt · first choice
What the models said about Grafana
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“The Open-Standard / Developer-Preferred (Highly Recommend for 2026) * Grafana Cloud: Excellent for engineering-driven cultures.” Gemini 3.5 Flash · scale 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.