Zero of twelve models named Fathom first on the direct prompt; three named Vena. Fathom was named by eleven of the twelve models and Vena by eleven and Fathom carries 17 labels and Vena 18, so the shares are not directly comparable.
Named in nine 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 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 reporting and dashboards 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 pricier tools like Fathom ($53/mo) unless needed.” Grok 4.1 Fast · budget prompt · hard negative
“Avoid this if you already have a senior financial controller who needs complex driver-based modeling; this is more of a "reporting" tool” Qwen 3.7 Flash · paraphrase prompt · soft negative
“dedicated FP&A/reporting tools like Fathom or specialized platforms (which are pricier, typically $50+/mo and aimed at mid-market)” DeepSeek V4 Flash · budget prompt · soft negative
“For most mid-sized B2B companies, Fathom delivers the best balance of speed, accounting integration, and value.” DeepSeek V4 Flash · paraphrase prompt · first choice
No label in this category carried a quote.
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.