Three of fourteen models named Grafana first on the direct prompt; eleven named Datadog. Both were named by all fourteen models and Grafana carries 74 labels and Datadog 76, so the shares are not directly comparable.
Named in nine categories this edition.
Named in nine 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 November 2026 Edition, Grafana and Datadog were named in the same answer 280 times, of the 332 answers naming Grafana and the 692 naming Datadog. In those answers Datadog took the first choice seventy-one times and Grafana sixty-three.
| 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. Three of three in this category shown.
“Grafana OSS (with Prometheus, Loki, Tempo) or New Relic's free tier are typically the strongest options for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
“1. Open-Source Stack (Most Economical) Prometheus + Grafana + OpenTelemetry - Cost: Completely free (open source)” GLM 4.7 FlashX · budget prompt · first choice
“Safer Alternatives to Consider | Grafana Cloud | Open source foundation, transparent pricing, strong OpenTelemetry” Kimi K2 · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Alternatives to Avoid on Tight Budgets: High-end leaders like Datadog or Splunk excel in features but often lead to bill shock” Grok 4.20 · budget prompt · hard negative
“High Caution: Datadog ... Surprise billing - Complex, à la carte pricing across 40+ products that compounds unpredictably” Kimi K2 · negative prompt · hard negative
“Start with Datadog if your team is already deeply invested in AWS/Azure/GCP ecosystems and you value a rich ecosystem of integrations above all else.” Qwen 3.7 Flash · direct 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.