Two of fourteen models named Workday Adaptive Planning first on the direct prompt; one named Cube. Workday Adaptive Planning was named by fourteen of the fourteen models and Cube by nine and Workday Adaptive Planning carries 53 labels and Cube 15, so the shares are not directly comparable.
Named in seven categories this edition.
Named in nine 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, Workday Adaptive Planning and Cube were named in the same answer 175 times, of the 498 answers naming Workday Adaptive Planning and the 352 naming Cube. In those answers Cube took the first choice thirty times and Workday Adaptive Planning fourteen.
| 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. Five of five in this category shown.
“Avoid: Enterprise solutions like Anaplan, Workday Adaptive Planning, or Prophix until you scale” Kimi K2 · budget prompt · hard negative
“Options to AVOID on a Limited Budget ... | Adaptive Planning (Workday) | ~$100K+/year” DeepSeek V4 Flash · budget prompt · hard negative
“your sweet spot at 500 employees is mid-market EPM. Top contenders include: ... Workday Adaptive Planning | Planning/FP&A focus, Workday HCM users | Strong trial available” DeepSeek V4 Flash · scale prompt · first choice
“For most mid-to-large enterprises today, Adaptive Insights (Workday), Vena, and Trullio (for specialized uses) are often considered more user-friendly starting points” Qwen 3.7 Flash · negative prompt · first choice
“The Best All-Rounder: Workday Adaptive Planning ... widely considered the gold standard for mid-market to upper-mid-market companies” Qwen 3.7 Flash · direct prompt · first choice
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
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.