Five of fourteen models named Datadog APM first on the direct prompt; zero named Site24x7. Datadog APM was named by fourteen of the fourteen models and Site24x7 by eight and Datadog APM carries 73 labels and Site24x7 13, so the shares are not directly comparable.
Named in one category this edition.
Named in eleven 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 4.20 | ||||||
| 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. Six of eight in this category shown.
“Powerful, but dangerous for anyone without deep pockets or rigorous cost monitoring. Avoid if you're a startup or mid-sized company.” DeepSeek V4 Flash · negative prompt · hard negative
“pricing (per-host + usage-based) can explode with scale... many teams end up overpaying or switching after 1–2 years.” Grok 4.20 · negative prompt · hard negative
“Several models suggest being cautious about or potentially avoiding Datadog APM.” Mistral Small · negative prompt · hard negative
“Datadog - offers the best balance of features, pricing flexibility, and ecosystem integrations that mid-market companies typically need.” MiniMax M2.5 · direct prompt · first choice
“Datadog: Best for cloud-native, fast-growing teams with budget who want breadth of integrations and real-time dashboards/analytics.” Muse Glimmer 30B · direct prompt · first choice
“widely considered the gold standard for DevOps teams who need to correlate app errors with server CPU spikes instantly” Qwen 3.7 Flash · comparative 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.