Zero of fourteen models named Zabbix first on the direct prompt; one named Datadog Network Monitoring. Zabbix was named by thirteen of the fourteen models and Datadog Network Monitoring by fourteen and Zabbix carries 47 labels and Datadog Network Monitoring 37, so the shares are not directly comparable.
Named in eight 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.
Across every category in the October 2026 Edition, Zabbix and Datadog Network Monitoring were named in the same answer sixty-eight times, of the 309 answers naming Zabbix and the 103 naming Datadog Network Monitoring. In those answers Datadog Network Monitoring took the first choice three 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 4.1 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. Three of three in this category shown.
“open-source is usually a poor fit for mid-market teams” Gemini 3.5 Flash · direct prompt · hard negative
“For most small businesses, Zabbix and Nagios Core are the top free choices due to their comprehensive features and no-cost licensing.” Mistral Small · budget prompt · first choice
“I'd suggest starting with Zabbix or Netdata since they are open-source and don't have licensing costs” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid Datadog for pure network monitoring” Kimi K2 · direct prompt · hard negative
“they are expensive, complex, and overkill” Gemini 3.5 Flash · direct prompt · hard negative
“Uses high-water mark billing (e.g., Datadog bills based on peak usage, so temporary spikes cost you all month)” DeepSeek V4 Flash · negative prompt · soft negative
“I typically recommend starting with Auvik or Datadog due to their ease of use, strong automation features, and scalable pricing models” MiniMax M2.5 · paraphrase prompt · first choice
“Datadog Network Performance Monitoring - a versatile end-to-end monitoring solution suitable for mid-market MSPs.” Llama 4 Maverick · direct prompt · first choice
“If you're cloud-heavy or growing fast, LogicMonitor or Datadog offer better scalability but at higher operational cost” Kimi K2 · scale 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.