Nine of fourteen models named New Relic first on the direct prompt; five named Datadog APM. Both were named by all fourteen models and New Relic carries 81 labels and Datadog APM 73, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category 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.
Across every category in the November 2026 Edition, New Relic and Datadog APM were named in the same answer 201 times, of the 709 answers naming New Relic and the 219 naming Datadog APM. In those answers Datadog APM took the first choice twenty-seven times and New Relic fifty-six.
| 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.
“Start with New Relic. It gives you the best balance of full-stack coverage, generous free tier for evaluation, user-friendly interface, and predictable pricing.” DeepSeek V4 Flash · direct prompt · first choice
“New Relic: Excellent full-stack observability, usage-based pricing, strong AI, easy OTel support. Often praised for value and query flexibility.” Grok 4.20 · scale prompt · first choice
“For most budget-conscious companies, New Relic's free tier is the best starting point due to its generous limits and full feature access.” Kimi K2 · budget prompt · first choice
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
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.