Zero of fourteen models named Microsoft Excel first on the direct prompt; two named Workday Adaptive Planning. Microsoft Excel was named by twelve of the fourteen models and Workday Adaptive Planning by eleven and both carry 17 labels, so the shares below are directly comparable.
Named in eleven 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 financial modeling and scenario planning page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Three of three in this category shown.
“If you want to project a company's budget/revenue, use Excel for flexibility, or Cube to automate it.” Gemini 3.5 Flash · comparative prompt · first choice
“If your company already pays for Microsoft 365, use Excel instead rather than buying another tool.” GPT-6 Luna · budget prompt · first choice
“the best choice is usually Microsoft Excel if you need maximum flexibility at the lowest cost” Perplexity Sonar · budget 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.
“Start by looking closely at Vena or Adaptive. For most mid-market B2B firms, these two provide the perfect balance of power, price, and adoption speed.” Qwen 3.7 Flash · direct prompt · first choice
“If you want to modernize your tech stack and improve collaboration across departments: Choose Workday Adaptive Planning.” Qwen 3.7 Flash · paraphrase 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.