Four of fourteen models named Datadog first on the direct prompt; zero named Prometheus. Datadog was named by fourteen of the fourteen models and Prometheus by ten and Datadog carries 68 labels and Prometheus 19, so the shares are not directly comparable.
Named in eight categories this edition.
Named in seven 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 observability platforms page.
Across every category in the October 2026 Edition, Datadog and Prometheus were named in the same answer 127 times, of the 664 answers naming Datadog and the 307 naming Prometheus. In those answers Prometheus took the first choice seven times and Datadog 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 4.1 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 |
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. Five of five in this category shown.
“By far the most frequently cited platform for cost-related concerns... Unpredictable and complex billing — This is the #1 complaint by a wide margin” DeepSeek V4 Flash · negative prompt · hard negative
“~$2,300+ (very expensive) ... you won't face the "sticker shock" that comes with platforms like Datadog” Kimi K2 · budget prompt · hard negative
“Datadog - The Market Leader ... Choose Datadog if you want the most comprehensive, easy-to-use platform with the broadest integrations” Kimi K2 · comparative prompt · first choice
“Datadog offers a unified full-stack monitoring platform that collects and correlates data from over 1,000 vendor-backed technologies.” Llama 4 Maverick · paraphrase prompt · first choice
“Datadog continues to be a leader providing a unified platform... Datadog = broadest SaaS ecosystem with fast setup but SKU-heavy cost” Muse Glimmer 30B · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best zero‑cost solution: Deploy Prometheus + Grafana + Loki + Jaeger yourself on a cheap VM.” MiniMax M2.5 · budget 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.