Telemetry pipelines · November 2026 Edition
Grafana Cloud vs Grafana Loki
One of fourteen models named Grafana Cloud first on the direct prompt; zero named Grafana Loki. Grafana Cloud was named by twelve of the fourteen models and Grafana Loki by eleven and Grafana Cloud carries 23 labels and Grafana Loki 18, so the shares are not directly comparable.
Named in five categories this edition.
Named in seven categories this edition.
First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 18; printed, not drawn.
Labels2318A 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 Grafana Loki · 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 modelsGrafana Loki
Direct10
Paraphrase10
Comparative001 against Grafana Loki
Budget-constrained212 against Grafana Cloud
Scale-constrained10
Negative00
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Grafana Cloud and Grafana Loki stood in it.
| 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 | | | |
Grafana Cloud Grafana Loki first choice named as an alternative argued againstblank: not namedEach cell is one answer, Grafana Cloud on the left and Grafana Loki on the right.The direct prompt
The plain question, one answer per model, grouped by where Grafana Cloud and Grafana Loki stood in it.
Grafana Cloud first, Grafana Loki not the choice
1 of 14 modelsGrafana Loki 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
4 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
GLM 4.7 FlashXOpenTelemetry Collector alternatives: Grafana, Grafana Loki, OTel Collector, Prometheus, Tempo
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
9 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
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 fourteen points.
Grafana Cloud17%#2 of 15Grafana Loki3%#5 of 15Mid-marketThe figures above
Grafana Cloud leads by seven points.
Grafana Cloud9%#4 of 18Grafana Loki2%#7 of 18Enterprise
Grafana Cloud leads by two points.
Grafana Cloud2%#5 of 15Grafana Loki0%#– of 15What 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 Grafana Loki
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Common for cost-conscious teams but lacks a unified "pipeline" layer.” Grok 4.20 · comparative prompt · soft negative
Also compared
OpenTelemetry Collector vs Grafana CloudOpenTelemetry Collector vs Grafana LokiCribl Stream vs Grafana CloudCribl Stream vs Grafana LokiVector vs Grafana CloudVector vs Grafana LokiGrafana Cloud vs Fluent BitGrafana Cloud vs GrafanaGrafana Cloud vs New RelicFluent Bit vs Grafana LokiGrafana vs Grafana LokiGrafana Loki vs New RelicAll twenty-eight head-to-head pages and the full telemetry pipelines standing
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.