Eleven of fourteen models named OpenTelemetry Collector first on the direct prompt; one named Grafana Cloud. OpenTelemetry Collector was named by fourteen of the fourteen models and Grafana Cloud by twelve and OpenTelemetry Collector carries 65 labels and Grafana Cloud 23, so the shares are not directly comparable.
Named in two 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.
Across every category in the November 2026 Edition, OpenTelemetry Collector and Grafana Cloud were named in the same answer sixty times, of the 184 answers naming OpenTelemetry Collector and the 216 naming Grafana Cloud. In those answers Grafana Cloud took the first choice five times and OpenTelemetry Collector thirty-four.
| 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.
“Excellent for standardization but needs extensions for advanced routing/governance.” Grok 4.20 · scale prompt · soft negative
“OpenTelemetry Collector is full signals, extensible, vendor-neutral... the strongest vendor-neutral option for unified collection of all three signal types through OTLP” Muse Glimmer 30B · comparative prompt · first choice
“my default for a mid-market B2B company would be: OpenTelemetry in your services → OpenTelemetry Collector at the edge and a central gateway → Grafana Cloud.” GPT-6 Luna · direct prompt · first choice
“OpenTelemetry Collector is the portability choice. It is generally the best foundation when instrumentation should remain independent of any backend” Perplexity Sonar · comparative 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.