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Observability platforms · November 2026 Edition

Grafana vs New Relic

Three of fourteen models named Grafana first on the direct prompt; four named New Relic. Both were named by all fourteen models and Grafana carries 74 labels and New Relic 69, so the shares are not directly comparable.

Grafana

endorsed leader

Named in nine categories this edition.

New Relic

accepted challenger

Named in nine categories this edition.

First-choice share32%25%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 10; printed, not drawn.
Labels7469A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Grafana reading right to left. Rank and label count are printed, not drawn.Datadog was named alongside these two in thirteen of the fourteen direct answers. Grafana vs Datadog · Grafana vs SigNoz · Grafana vs Prometheus

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GrafanaFirst choices, of fourteen modelsNew Relic
Direct341 against New Relic
Paraphrase48
Comparative00
Budget-constrained1113 against New Relic
Scale-constrained12
Negative203 against Grafana · 10 against New Relic
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Grafana and New Relic stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Grafana New Relic first choice named as an alternative argued againstblank: not namedEach cell is one answer, Grafana on the left and New Relic on the right.

The direct prompt

The plain question, one answer per model, grouped by where Grafana and New Relic stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Claude Haiku 4.5Datadog, Grafana, New Relic

Grafana first, New Relic not the choice

2 of 14 modelsNew Relic was named in the answer but not as the choice, or not at all.
Kimi K2Grafana, Honeycomb
MiniMax M2.5Grafana, LogicMonitor alternatives: Cribl Stream, Datadog

New Relic first, Grafana an alternative

3 of 14 modelsGrafana was named in the answer but not as the choice, or not at all.
GPT-5.4 miniNew Relic alternatives: Datadog, Grafana
Mistral SmallDatadog, New Relic alternatives: Grafana, IBM Instana
GLM 4.7 FlashXDatadog, New Relic alternatives: Splunk Observability Cloud

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.
Gemini 3.5 FlashDatadog alternatives: Grafana, Honeycomb, New Relic
Perplexity SonarDatadog alternatives: Grafana, New Relic, SigNoz
Grok 4.20Datadog alternatives: Grafana, LogicMonitor, New Relic
DeepSeek V4 FlashDatadog alternatives: Grafana, Honeycomb, New Relic, SigNoz
Llama 4 MaverickDatadog alternatives: New Relic, SigNoz, SolarWinds Observability
Qwen 3.7 FlashDatadog alternatives: Dynatrace, New Relic
GPT-6 LunaDatadog alternatives: Grafana, New Relic
Muse Glimmer 30BDatadog alternatives: Grafana, LogicMonitor, New Relic

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Grafana leads by eleven points.
Grafana38%#1 of 13
New Relic27%#2 of 13
The full small business standing →
Mid-marketThe figures above
Grafana leads by seven points.
Grafana32%#1 of 10
New Relic25%#3 of 10
The full mid-market standing →
Enterprise
The order flips: New Relic leads at enterprise.
New Relic16%#3 of 10
Grafana2%#5 of 10
The full enterprise standing →

What the models said about Grafana

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“Grafana OSS (with Prometheus, Loki, Tempo) or New Relic's free tier are typically the strongest options for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
“1. Open-Source Stack (Most Economical) Prometheus + Grafana + OpenTelemetry - Cost: Completely free (open source)” GLM 4.7 FlashX · budget prompt · first choice
“Safer Alternatives to Consider | Grafana Cloud | Open source foundation, transparent pricing, strong OpenTelemetry” Kimi K2 · negative prompt · first choice

What 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
Also compared

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.