One of fourteen models named OneStream first on the direct prompt; zero named Datarails. OneStream was named by fourteen of the fourteen models and Datarails by ten and OneStream carries 42 labels and Datarails 19, so the shares are not directly comparable.
Named in nine categories this edition.
Named in ten 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 financial consolidation page.
Across every category in the November 2026 Edition, OneStream and Datarails were named in the same answer 108 times, of the 583 answers naming OneStream and the 406 naming Datarails. In those answers Datarails took the first choice six times and OneStream thirteen.
| 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. Four of five in this category shown.
“Avoid starting with OneStream, Oracle EPM, or Anaplan unless the company has complex multinational requirements” Perplexity Sonar · budget prompt · hard negative
“Positioned as best for enterprise finance teams for deep, complex group structures with heavy automation... "the strongest third-party choice"” Muse Glimmer 30B · comparative prompt · first choice
“Best for large, complex enterprises that want consolidation + close + planning + reporting on one platform” GPT-5.4 mini · comparative prompt · first choice
“Best For: Complex global enterprises seeking a unified platform for consolidation, FP&A, and close management.” Gemini 3.5 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.