Nine of twelve models named FloQast first on the direct prompt; zero named Numeric. FloQast was named by twelve of the twelve models and Numeric by eleven and FloQast carries 54 labels and Numeric 42, so the shares are not directly comparable.
Named in ten categories this edition.
Named in three 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. Four of four in this category shown.
“Avoid FloQast/BlackLine unless your close process is highly complex” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid BlackLine, FloQast, and Trintech” Kimi K2 · budget prompt · hard negative
“While popular, users report several concerns: Pricing is not transparent and described as "steep relative to what the platform delivers"” Kimi K2 · negative prompt · soft negative
“The strongest mid-market fits where you'll likely land your shortlist: FloQast (accounting-led, broad ERP support, strong SOX controls)” DeepSeek V4 Flash · scale prompt · first choice
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
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.