One of fourteen models named Workday Adaptive Planning first on the direct prompt; one named Vena. Both were named by all fourteen models and Workday Adaptive Planning carries 62 labels and Vena 49, so the shares are not directly comparable.
Named in seven 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 FP&A platforms page.
Across every category in the November 2026 Edition, Workday Adaptive Planning and Vena were named in the same answer 235 times, of the 498 answers naming Workday Adaptive Planning and the 468 naming Vena. In those answers Vena took the first choice twelve times and Workday Adaptive Planning twenty-three.
| 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. Two of two in this category shown.
“Avoid the mid-market "contact us" vendors (Anaplan, Workday Adaptive Planning, Pigment, Planful)” Kimi K2 · budget prompt · hard negative
“Workday Adaptive Planning and Prophix One are the most recommended due to their balance of functionality, scalability, and user-friendliness” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Extremely slow performance (e.g., single-cell updates taking 20+ minutes)... many call it "the worst decision"” Grok 4.20 · negative prompt · hard negative
“Vena is criticized mainly for scalability and being Excel-in-the-cloud” DeepSeek V4 Flash · negative prompt · hard negative
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.