One of fourteen models named Grafana first on the direct prompt; one named New Relic. Grafana was named by thirteen of the fourteen models and New Relic by fourteen and Grafana carries 33 labels and New Relic 49, so the shares are not directly comparable.
Named in nine categories this edition.
Named in nine 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, Grafana and New Relic were named in the same answer 252 times, of the 332 answers naming Grafana and the 709 naming New Relic. In those answers New Relic took the first choice thirty-eight times and Grafana fifty.
| 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. Three of three in this category shown.
“Open-source like Zabbix/Prometheus + Grafana work if you have in-house talent for maintenance, but they add operational burden.” Grok 4.20 · paraphrase prompt · soft negative
“Be cautious if it's internet-facing without properly configured authentication, permissions, and network restrictions.” GPT-6 Luna · negative prompt · soft negative
“High learning curve; limited GUI configuration options; requires significant manual config file editing” GLM 4.7 FlashX · negative prompt · soft negative
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.