Five of fourteen models named Datadog first on the direct prompt; six named Dynatrace. Datadog was named by thirteen of the fourteen models and Dynatrace by fourteen and Datadog carries 40 labels and Dynatrace 49, so the shares are not directly comparable.
Named in eight categories 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 aiops platforms page.
Across every category in the October 2026 Edition, Datadog and Dynatrace were named in the same answer 394 times, of the 664 answers naming Datadog and the 769 naming Dynatrace. In those answers Dynatrace took the first choice forty-five times and Datadog seventy-five.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Platforms to Avoid (For Now) ... Dynatrace is exceptionally precise, but its premium pricing and complex configuration require dedicated platform engineering teams” Gemini 3.5 Flash · direct prompt · hard negative
“Choose Dynatrace if: You want a "all-in-one" solution where you don't need third-party monitors, and you require automated code-level root cause identification.” Qwen 3.7 Flash · comparative prompt · first choice
“Dynatrace and BigPanda are often recommended due to their scalability, ease of integration, and strong noise reduction features” Mistral Small · paraphrase prompt · first choice
“Dynatrace is the best overall AIOps platform due to its robust features, strong user ratings, and suitability for mid-market needs” Mistral Small · 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.