One of fourteen models named Cube first on the direct prompt; one named Pigment. Cube was named by nine of the fourteen models and Pigment by eleven and Cube carries 15 labels and Pigment 23, so the shares are not directly comparable.
Named in nine categories this edition.
Named in eight 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 corporate performance management page.
Across every category in the November 2026 Edition, Cube and Pigment were named in the same answer 104 times, of the 352 answers naming Cube and the 230 naming Pigment. In those answers Pigment took the first choice sixteen times and Cube fifteen.
| 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 four in this category shown.
“Perform especially rigorous reference checks, security reviews, roadmap validation, and integration testing.” Perplexity Sonar · negative prompt · soft negative
“Choose tools like Cube, Datarails, or Centage, which can be configured internally or with minimal vendor onboarding support.” Gemini 3.5 Flash · budget prompt · first choice
“If you need a paid tool, shortlist Cube for a lean finance team that mainly needs budgeting, forecasting, and reporting.” GPT-6 Luna · budget prompt · first choice
“Start with Cube or LiveFlow — they integrate with tools you already use and have lower implementation costs.” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best For: Mid-market to upper mid-market B2B tech/SaaS businesses that need flexible multidimensional modeling.” Gemini 3.5 Flash · 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.