accepted challengerNamed in eight categories this edition.
accepted challengerNamed in nine categories this edition.
First-choice share12%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 14; printed, not drawn.
Labels3221A count; the two differ.
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 modeling and scenario planning page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CubeFirst choices, of fourteen modelsVena
Direct31
Paraphrase45
Comparative10
Budget-constrained001 against Vena
Scale-constrained12
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Cube and Vena were named in the same answer 175 times, of the 365 answers naming Cube and the 398 naming Vena. In those answers Vena took the first choice twelve times and Cube twenty-two.
The direct prompt
The plain question, one answer per model, grouped by where Cube and Vena stood in it.
Cube first, Vena an alternative
3 of 14 modelsVena was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashAleph, Cube alternatives: Abacum, Bob Finance, Pigment, Vena
xAIGrok 4.1 FastCube, Datarails, Drivetrain, Jirav alternatives: Abacum
DeepSeek V4 FlashCube alternatives: Datarails, Jirav, Planful, Vena
Vena first, Cube not the choice
1 of 14 modelsCube was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashVena, Workday Adaptive Planning alternatives: Fathom, PlanGuru
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Datarails alternatives: Cube, Drivetrain, Planful, Prophix One
GPT-5.4 miniDatarails, Planful alternatives: Anaplan, Vena
Mistral SmallAbacum alternatives: Cube, Datarails
Z.AIGLM 4.7 FlashXDatarails alternatives: Abacum, Cube, Lucanet xP&A, Mosaic
MiniMax M2.5Drivetrain alternatives: Abacum, Cube, Datarails, Pigment
GPT-6 LunaWorkday Adaptive Planning alternatives: Cube, Vena
Muse Glimmer 30BDatarails alternatives: Cube, Drivetrain, Mosaic, Planful
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarDatarails, Limelight alternatives: Abacum, Workday Adaptive Planning
Llama 4 Maverickno first choice
Kimi K2Drivetrain alternatives: Mosaic, Pigment
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.
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.