Two of fourteen models named Cribl Stream first on the direct prompt; one named Grafana Cloud. Cribl Stream was named by thirteen of the fourteen models and Grafana Cloud by twelve and Cribl Stream carries 37 labels and Grafana Cloud 23, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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 five in this category shown.
“its licensing and operational footprint are usually harder to justify for a small budget” Perplexity Sonar · budget prompt · soft negative
“either a managed offering built on open standards (e.g., Bindplane on OTel Collector) or a commercial tool with strong UI and support (e.g., Cribl)” DeepSeek V4 Flash · scale prompt · first choice
“Currently the dominant commercial leader... Choose Cribl if you have a large, noisy environment and want to cut observability bills” Qwen 3.7 Flash · comparative prompt · first choice
“Cribl is frequently highlighted as a leader in the observability pipeline space... making it a strong fit for B2B companies” Mistral Small · paraphrase prompt · first choice
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
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.