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Telemetry pipelines · November 2026 Edition

Grafana Cloud vs New Relic

One of fourteen models named Grafana Cloud first on the direct prompt; zero named New Relic. Grafana Cloud was named by twelve of the fourteen models and New Relic by eleven and Grafana Cloud carries 23 labels and New Relic 16, so the shares are not directly comparable.

Grafana Cloud

accepted challenger

Named in five categories this edition.

New Relic

criticized challenger

Named in nine categories this edition.

First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 18; printed, not drawn.
Labels2316A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Grafana Cloud reading right to left. Rank and label count are printed, not drawn.OpenTelemetry Collector was named alongside these two in thirteen of the fourteen direct answers. OpenTelemetry Collector vs Grafana Cloud · OpenTelemetry Collector vs New Relic · Cribl Stream vs Grafana Cloud

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 telemetry pipelines page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Grafana CloudFirst choices, of fourteen modelsNew Relic
Direct101 against New Relic
Paraphrase11
Comparative00
Budget-constrained202 against Grafana Cloud · 3 against New Relic
Scale-constrained10
Negative001 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 Cloud and New Relic were named in the same answer 114 times, of the 216 answers naming Grafana Cloud and the 709 naming New Relic. In those answers New Relic took the first choice thirty-one times and Grafana Cloud eleven.

Every model, every framing

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

The direct prompt

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

Grafana Cloud first, New Relic not the choice

1 of 14 modelsNew Relic was named in the answer but not as the choice, or not at all.
Qwen 3.7 FlashGrafana Cloud alternatives: Datadog, Honeycomb, Lightstep, OpenTelemetry Collector

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.
Gemini 3.5 FlashCribl Stream, OpenTelemetry Collector, Vector alternatives: Amberflo, Census, Grafana Cloud, Hightouch, Lago, Metronome, Mixpanel, PostHog, RudderStack
GPT-6 LunaOpenTelemetry Collector alternatives: Alloy, Datadog, Grafana Cloud, Honeycomb, RudderStack
Muse Glimmer 30BOpenTelemetry Collector alternatives: Cribl Stream, Grafana, Grafana Cloud, Grafana Loki, Jaeger, New Relic, Prometheus, Tempo, Vector

Neither was named

10 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Cribl Stream alternatives: Bindplane, Datadog
GPT-5.4 miniOpenTelemetry Collector
Perplexity SonarOpenTelemetry Collector alternatives: Cribl Stream, Edge Delta
Grok 4.20OpenTelemetry Collector alternatives: Cribl Stream, Fluent Bit, Mezmo Telemetry Pipeline, Vector
Mistral SmallOpenTelemetry Collector alternatives: Cribl Stream, Vector
DeepSeek V4 FlashOpenTelemetry Collector alternatives: Cribl Stream, Grafana LGTM Stack
Llama 4 MaverickVector alternatives: Cribl Stream, OpenTelemetry Collector
Kimi K2OpenTelemetry Collector alternatives: Cribl Stream, Vector
GLM 4.7 FlashXOpenTelemetry Collector alternatives: Grafana, Grafana Loki, OTel Collector, Prometheus, Tempo
MiniMax M2.5OpenTelemetry Collector alternatives: Cribl Stream, Vector

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 Cloud leads by seventeen points.
Grafana Cloud17%#2 of 15
New Relic0%#14 of 15
The full small business standing →
Mid-marketThe figures above
Grafana Cloud leads by seven points.
Grafana Cloud9%#4 of 18
New Relic2%#8 of 18
The full mid-market standing →
Enterprise
Grafana Cloud leads by two points.
Grafana Cloud2%#5 of 15
New Relic0%#15 of 15
The full enterprise standing →

What the models said about Grafana Cloud

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

“versus $400–$1,800/month for Grafana Cloud LGTM or Datadog ... can be justified despite the higher cost” GLM 4.7 FlashX · budget prompt · soft negative
“Grafana Cloud free tier paired with Prometheus is the cheapest viable observability stack for a 10-service, 5-user startup at $0 licensing cost.” Muse Glimmer 30B · budget prompt · first choice
“Use Grafana Cloud's free tier as the backend to start. It currently includes metrics, logs, traces, dashboards, and alerting” GPT-6 Luna · budget prompt · first choice
“Option A: Cost-Conscious & Flexible Stack: OpenTelemetry Collector → Grafana Cloud (or self-hosted LGTM)” Kimi K2 · scale 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. One of one in this category shown.

“Legacy vendor-specific agents (New Relic, AppDynamics, Dynatrace traditional agents) | Closed data formats, proprietary APIs” Kimi K2 · negative prompt · hard negative
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.