Telemetry pipelines · October 2026 Edition
Grafana Cloud vs Prometheus
Two of fourteen models named Grafana Cloud first on the direct prompt; zero named Prometheus. Grafana Cloud was named by eight of the fourteen models and Prometheus by twelve and Grafana Cloud carries 17 labels and Prometheus 19, so the shares are not directly comparable.
Named in seven categories this edition.
Named in seven categories this edition.
First-choice share8%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 14; printed, not drawn.
Labels1719A 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 ten of the fourteen direct answers. OpenTelemetry Collector vs Grafana Cloud · OpenTelemetry Collector vs Prometheus · 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 modelsPrometheus
Direct20
Paraphrase00
Comparative001 against Prometheus
Budget-constrained22
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 Prometheus 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 4.1 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 | | |
Grafana Cloud Prometheus first choice named as an alternative argued againstblank: not namedEach cell is one answer, Grafana Cloud on the left and Prometheus on the right.The direct prompt
The plain question, one answer per model, grouped by where Grafana Cloud and Prometheus stood in it.
Grafana Cloud first, Prometheus not the choice
2 of 14 modelsPrometheus was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashGrafana Cloud, OpenTelemetry Collector alternatives: Cribl Stream, New Relic
GPT-6 LunaGrafana Cloud, OpenTelemetry Collector alternatives: Datadog, Honeycomb
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 FlashOpenTelemetry Collector, PostHog, RudderStack alternatives: BindPlane OP, Cribl Stream, Grafana Cloud, Honeycomb
Grok 4.1 FastOpenTelemetry Collector alternatives: ClickHouse Cloud, Grafana, Grafana Cloud, Grafana Loki, Honeycomb, Jaeger, Palo Alto Networks Cortex Cloud, Prometheus, SigNoz, Tempo, Thanos, Uptrace, Vector
Muse Glimmer 30BCribl Stream, New Relic alternatives: Datadog, Edge Delta, Grafana Cloud, Middleware.io, OpenTelemetry Collector, SigNoz, Uptrace
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice alternatives: OpenTelemetry Collector
GPT-5.4 miniOpenTelemetry Collector alternatives: Census, Google BigQuery, Hightouch, Looker, Metabase, RudderStack, Snowflake, Twilio Segment, dbt
Perplexity SonarGrafana Alloy alternatives: AWS Distro for OpenTelemetry, Datadog Observability Pipelines, Edge Delta
Mistral SmallOpenTelemetry Collector alternatives: Chronosphere Telemetry Pipeline, Grafana LGTM, OpenObserve, Vector
Llama 4 Maverickno first choice
Qwen 3.7 FlashVector alternatives: Cribl Stream, OpenTelemetry Collector
Kimi K2Cribl Stream, OpenTelemetry Collector alternatives: Fluent Bit, Vector
GLM 4.7 FlashXGrafana Observability Stack alternatives: Datadog, Honeycomb, New Relic
MiniMax M2.5Vector alternatives: Datadog
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 nineteen points.
Grafana Cloud19%#2 of 12Prometheus0%#9 of 12Mid-marketThe figures above
Grafana Cloud leads by five points.
Grafana Cloud8%#4 of 14Prometheus3%#5 of 14Enterprise
Grafana Cloud leads by two points.
Grafana Cloud2%#– of 12Prometheus0%#– of 12What the models said about Grafana Cloud
No label in this category carried a quote.
What the models said about Prometheus
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“The key is to start simple with one open-source tool (like Prometheus + Grafana), establish baseline visibility” Claude Haiku 4.5 · budget prompt · first choice
“Metric storage | Prometheus | No licensing cost; very lightweight for typical workloads.” MiniMax M2.5 · budget prompt · first choice
Also compared
OpenTelemetry Collector vs Grafana CloudOpenTelemetry Collector vs PrometheusCribl Stream vs Grafana CloudCribl Stream vs PrometheusVector vs Grafana CloudVector vs PrometheusGrafana Cloud vs New RelicGrafana Cloud vs Fluent BitGrafana Cloud vs Grafana LokiPrometheus vs New RelicPrometheus vs Fluent BitPrometheus vs Grafana LokiAll 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.