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Application performance monitoring · October 2026 Edition

New Relic vs Grafana Cloud

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.

New Relic

endorsed leader

Named in eight categories this edition.

Grafana Cloud

accepted challenger

Named in seven categories this edition.

First-choice share46%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 12; printed, not drawn.
Labels6526A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, New Relic reading right to left. Rank and label count are printed, not drawn.Datadog APM was named alongside these two in ten of the fourteen direct answers. New Relic vs Datadog APM · New Relic vs SigNoz · New Relic vs Site24x7

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
New RelicFirst choices, of fourteen modelsGrafana Cloud
Direct70
Paraphrase801 against New Relic
Comparative00
Budget-constrained81
Scale-constrained20
Negative017 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 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.

Every model, every framing

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

The direct prompt

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

New Relic first, Grafana Cloud an alternative

7 of 14 modelsGrafana Cloud was named in the answer but not as the choice, or not at all.
GPT-5.4 miniNew Relic alternatives: Datadog APM
Gemini 3.5 FlashNew Relic alternatives: Grafana Cloud, Sentry
DeepSeek V4 FlashNew Relic alternatives: Datadog APM, IBM Instana, Site24x7
Qwen 3.7 FlashNew Relic alternatives: SolarWinds Observability
Kimi K2New Relic alternatives: Datadog APM, IBM Instana, Site24x7
MiniMax M2.5New Relic alternatives: Datadog APM
Muse Glimmer 30BDatadog APM, IBM Instana, New Relic alternatives: AppDynamics, Site24x7

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Datadog APM alternatives: New Relic, Site24x7, SolarWinds Observability
Grok 4.1 FastDatadog APM alternatives: IBM Instana, New Relic
GPT-6 LunaDatadog APM alternatives: New Relic

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Perplexity SonarDatadog APM alternatives: AppDynamics, Dynatrace, ManageEngine Applications Manager
Mistral SmallIBM Instana alternatives: AppDynamics, Site24x7, Stackify Retrace
Llama 4 Maverickno first choice alternatives: OpManager Nexus, Stackify Retrace
GLM 4.7 FlashXSite24x7 alternatives: Datadog APM, IBM Instana

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
New Relic leads by fifty points.
New Relic53%#1 of 10
Grafana Cloud3%#6 of 10
The full small business standing →
Mid-marketThe figures above
New Relic leads by forty-four points.
New Relic46%#1 of 12
Grafana Cloud2%#7 of 12
The full mid-market standing →
Enterprise
New Relic leads by eleven points.
New Relic11%#3 of 9
Grafana Cloud0%#6 of 9
The full enterprise standing →

What the models said about New Relic

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

What the models said about Grafana Cloud

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
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.