One of fourteen models named Grafana Cloud first on the direct prompt; zero named Fluent Bit. Grafana Cloud was named by twelve of the fourteen models and Fluent Bit by eleven and Grafana Cloud carries 23 labels and Fluent Bit 29, so the shares are not directly comparable.
Named in five categories this edition.
Named in three categories this edition.
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.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Lightweight log collection (not full pipeline)” DeepSeek V4 Flash · scale prompt · soft negative
“Less capable for complex routing/enrichment” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Low Footprint / K8s DaemonSet | Fluent Bit or Vector | C/Rust performance, minimal RAM” Gemini 3.5 Flash · negative prompt · first choice
“Start with OpenTelemetry Collector + Fluent Bit (free, open-source)” MiniMax M2.5 · budget prompt · first choice
“Vector (by Datadog) or Fluent Bit + custom setup: Great starting point if your needs are simple.” Grok 4.20 · scale prompt · alternative
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.