Nine of fourteen models named Trovata first on the direct prompt; one named GTreasury. Trovata was named by fourteen of the fourteen models and GTreasury by thirteen and Trovata carries 32 labels and GTreasury 28, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories 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 November 2026 Edition, Trovata and GTreasury were named in the same answer fifty-six times, of the 131 answers naming Trovata and the 109 naming GTreasury. In those answers GTreasury took the first choice five times and Trovata thirteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 seven in this category shown.
“its $24k/year starting price is likely too steep for a truly budget-limited company” DeepSeek V4 Flash · budget prompt · soft negative
“Trovata, for example, lists its base package at $24,000/year” GPT-6 Luna · budget prompt · soft negative
“Starts around $24,000/year—borderline for very tight budgets” Grok 4.20 · budget prompt · soft negative
“Trovata is the best overall treasury management system due to its modern, API-first approach, strong cash forecasting, and reasonable pricing” Mistral Small · direct prompt · first choice
“Choose Trovata if you're a US-based B2B company wanting a modern, fast-to-implement system with strong forecasting and multibank visibility.” Kimi K2 · direct prompt · first choice
“Trovata stands out as the best treasury management system (TMS) for a typical mid-market B2B company” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“avoid enterprise tools like Kyriba or GTreasury that charge premiums for those unused features” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid enterprise platforms such as Kyriba, SAP Treasury, or GTreasury” Perplexity Sonar · budget prompt · hard negative
“Avoid enterprise TMS platforms (Kyriba, SAP, GTreasury, ION)” DeepSeek V4 Flash · budget prompt · hard negative
“Best Overall for Mid-Market: GTreasury” MiniMax M2.5 · direct prompt · first choice
“Choose GTreasury instead if the business already has substantial FX, debt, hedging, payment-control, or risk-management requirements.” Perplexity Sonar · direct prompt · alternative
“Choose GTreasury or ION when debt, investments, derivatives, hedge accounting, and complex risk management are core requirements.” Perplexity Sonar · comparative 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.