Two of fourteen models named Cribl Stream first on the direct prompt; two named Vector. Cribl Stream was named by thirteen of the fourteen models and Vector by fourteen and both carry 37 labels, so the shares below are directly comparable.
Named in three 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.
Across every category in the November 2026 Edition, Cribl Stream and Vector were named in the same answer seventy times, of the 138 answers naming Cribl Stream and the 114 naming Vector. In those answers Vector took the first choice eight times and Cribl Stream eighteen.
| 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. Five of six in this category shown.
“its docs describe trace support as limited and in alpha, so I wouldn't choose it as the default all-signals pipeline” GPT-6 Luna · comparative prompt · soft negative
“Vector, but validate trace support for your use case; coverage may be limited or immature in some areas.” Perplexity Sonar · direct prompt · soft negative
“Vector if your main pain is high-throughput log/telemetry routing and transformation with strong performance” GPT-5.4 mini · paraphrase prompt · first choice
“Top Choices: Vector (open source by Datadog) or Cribl Stream (managed or self-hosted).” Gemini 3.5 Flash · direct prompt · first choice
“What to use instead: Vector (Rust), Fluent Bit (C), or OpenTelemetry Collector (Go).” Gemini 3.5 Flash · negative 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.