New Relic vs Prometheus
Four of fourteen models named New Relic first on the direct prompt; zero named Prometheus. New Relic was named by fourteen of the fourteen models and Prometheus by ten and New Relic carries 69 labels and Prometheus 16, 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 observability platforms page.
By framing
New RelicFirst choices, of fourteen modelsPrometheus
Across every category in the November 2026 Edition, New Relic and Prometheus were named in the same answer 123 times, of the 709 answers naming New Relic and the 351 naming Prometheus. In those answers Prometheus took the first choice eight times and New Relic seventeen.
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 4.20 | | | | | | |
| 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 | | | |
New Relic Prometheus first choice named as an alternative argued againstblank: not namedEach cell is one answer, New Relic on the left and Prometheus on the right.The direct prompt
New Relic first, Prometheus not the choice
4 of 14 modelsPrometheus was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
New Relic27%#2 of 13Prometheus0%#11 of 13New Relic25%#3 of 10Prometheus5%#5 of 10New Relic16%#3 of 10Prometheus0%#– of 10What the models said about New Relic
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“New Relic (November 2023): Security breach involving unauthorized access to staging environment, credential theft, and social engineering.” MiniMax M2.5 · negative prompt · hard negative
“Avoid platforms like Datadog, New Relic, or Dynatrace initially” MiniMax M2.5 · budget prompt · hard negative
“New Relic/Datadog - Avoid for tight budgets” Llama 4 Maverick · negative prompt · hard negative
“For most mid-market B2B companies, New Relic often provides the best balance of features, pricing predictability, and ease of use” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Prometheus
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“1. Open-Source Stack (Most Economical) Prometheus + Grafana + OpenTelemetry - Cost: Completely free (open source)” GLM 4.7 FlashX · 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.