Zero of twelve models named Numeric first on the direct prompt; two named Prophix. Numeric was named by eleven of the twelve models and Prophix by seven and Numeric carries 42 labels and Prophix 11, so the shares are not directly comparable.
Named in three 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 twelve 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 close management page.
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.
“More flexible pricing, starting around $30/user/month, but still an investment.” Qwen 3.7 Flash · budget prompt · soft negative
“Numeric stands out as the best financial close management software option for a company with a limited budget” Grok 4.1 Fast · budget prompt · first choice
“Numeric - Best for mid-sized to enterprise teams needing transaction-level visibility and AI-driven close.” Llama 4 Maverick · paraphrase 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.
“Most dedicated financial close software (e.g., FloQast, BlackLine, Cube, Prophix) uses custom pricing” Grok 4.1 Fast · budget prompt · soft negative
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.