Five of fourteen models named Datadog APM first on the direct prompt; one named Site24x7. Datadog APM was named by fourteen of the fourteen models and Site24x7 by eleven and Datadog APM carries 68 labels and Site24x7 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight 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 application performance monitoring 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 4.1 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. Six of seven in this category shown.
“tools and vendors you should be cautious about or potentially avoid... 1. Datadog - Most Common Complaint ... Unpredictable pricing” Kimi K2 · negative prompt · hard negative
“Avoid on a limited budget unless you need the premium features: Datadog, since it's typically the easiest to overspend on” GPT-5.4 mini · budget prompt · hard negative
“Avoid: - Datadog if you have budget sensitivity or Kubernetes at scale.” DeepSeek V4 Flash · negative prompt · hard negative
“I'd recommend Datadog APM if you want the strongest overall balance of observability, integrations, and scalability” Perplexity Sonar · paraphrase prompt · first choice
“Datadog is widely regarded as the industry standard for modern, cloud-native microservices environments.” Gemini 3.5 Flash · comparative prompt · first choice
“Datadog or New Relic - they scale well, have strong support, and are popular in the mid-market” MiniMax M2.5 · scale prompt · first choice
No label in this category carried a quote.
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.