Four of fourteen models named Vena first on the direct prompt; two named Workday Adaptive Planning. Vena was named by thirteen of the fourteen models and Workday Adaptive Planning by fourteen and Vena carries 40 labels and Workday Adaptive Planning 53, so the shares are not directly comparable.
Named in ten categories this edition.
Named in seven 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, Vena and Workday Adaptive Planning were named in the same answer 235 times, of the 468 answers naming Vena and the 498 naming Workday Adaptive Planning. In those answers Workday Adaptive Planning took the first choice twenty-three times and Vena twelve.
| 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.
“Options to AVOID on a Limited Budget ... | Vena | ~$50K–$150K/year” DeepSeek V4 Flash · budget prompt · hard negative
“Choose Vena if adoption speed and Excel familiarity are critical and you are Microsoft-centric; it leads on operational planning and ease of implementation” Muse Glimmer 30B · direct prompt · first choice
“Frequently recognized as a leader in EPM for mid-market, known for its Excel-like interface and strong financial planning capabilities” MiniMax M2.5 · direct prompt · first choice
“Choose Vena if you need fast adoption, Excel continuity, and a finance-owned planning/consolidation with low change management.” Muse Glimmer 30B · paraphrase prompt · first choice
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
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.