Zero of twelve models named Fathom first on the direct prompt; zero named Microsoft Power BI. Fathom was named by eleven of the twelve models and Microsoft Power BI by twelve and Fathom carries 17 labels and Microsoft Power BI 26, so the shares are not directly comparable.
Named in nine categories this edition.
Named in five 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.
| 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 |
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Power BI is the classic example — it's extremely popular and powerful, but its DAX formula language and data modeling require real expertise.” DeepSeek V4 Flash · negative prompt · soft negative
“Power BI is generally well-regarded, but it has limitations that can be problematic depending on your needs.” GLM 4.7 FlashX · negative prompt · soft negative
“Steep learning curve (especially DAX), performance lags with large datasets” Grok 4.1 Fast · negative prompt · soft negative
“For General Purpose Finance Dashboards: Microsoft Power BI is an interactive data visualization platform that supports comprehensive financial dashboarding” Claude Haiku 4.5 · paraphrase prompt · first choice
“Power BI most affordable for enterprises... Choose Power BI if you're heavily invested in Microsoft tools and want cost-effective enterprise BI” Kimi K2 · comparative prompt · first choice
“For general business intelligence: Power BI (cost-effective, Microsoft integration) or Tableau (visual excellence) are top choices.” GLM 4.7 FlashX · comparative 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.