Seven of fourteen models named New Relic first on the direct prompt; zero named Grafana Cloud. New Relic was named by fourteen of the fourteen models and Grafana Cloud by eleven and New Relic carries 65 labels and Grafana Cloud 26, so the shares are not directly comparable.
Named in eight categories this edition.
Named in seven 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 application performance monitoring page.
Across every category in the October 2026 Edition, New Relic and Grafana Cloud were named in the same answer 113 times, of the 720 answers naming New Relic and the 196 naming Grafana Cloud. In those answers Grafana Cloud took the first choice fourteen times and New Relic thirty-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 4.1 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. Two of two in this category shown.
“New Relic if your team lacks a dedicated observability engineer.” DeepSeek V4 Flash · negative prompt · hard negative
“New Relic (Often considered the most generous) ... It offers the highest data allowance among major enterprise vendors.” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If you have 2–3 developers and want a modern SaaS stack: Go with Grafana Cloud's Free Tier.” Gemini 3.5 Flash · 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.