Eleven of fourteen models named Trovata first on the direct prompt; zero named Rho Treasury. Trovata was named by fourteen of the fourteen models and Rho Treasury by ten and Trovata carries 41 labels and Rho Treasury 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 treasury management systems page.
Across every category in the October 2026 Edition, Trovata and Rho Treasury were named in the same answer twenty-seven times, of the 120 answers naming Trovata and the 45 naming Rho Treasury. In those answers Rho Treasury took the first choice four times and Trovata three.
| 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. Six of eight in this category shown.
“"Reporting depth and advanced treasury breadth can feel limited versus large enterprise incumbents." ... still maturing compared to legacy enterprise platforms.” Muse Glimmer 30B · negative prompt · soft negative
“A more full-featured platform can be a much bigger expense: Trovata, for example, lists a base package at $24,000/year” GPT-6 Luna · budget prompt · soft negative
“reviewers mention "bank connectivity issues" not seen in larger systems, and "reporting depth can feel limited."” DeepSeek V4 Flash · negative prompt · soft negative
“Mid-market teams that mainly need real-time multi-bank cash visibility and forecasting often get better value and faster deployment from an API-first platform like Trovata.” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B companies, Trovata offers the best combination of modern technology, reasonable pricing, and speed to implementation.” DeepSeek V4 Flash · direct prompt · first choice
“Trovata: Highly regarded for its API-first approach. It is exceptionally fast to set up, offers excellent multibank cash visibility” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Rho offers free entry-level access with capabilities including opening accounts, issuing cards, managing expenses, paying bills, and closing the books” Claude Haiku 4.5 · budget prompt · first choice
“Start with a free fintech banking platform (Rho or Mercury).” DeepSeek V4 Flash · budget prompt · first choice
“consider moving your banking relationship to a platform that acts as a treasury system” Qwen 3.7 Flash · budget prompt · alternative
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.