Nine of fourteen models named Trovata first on the direct prompt; zero named Agicap. Trovata was named by fourteen of the fourteen models and Agicap by eleven and Trovata carries 32 labels and Agicap 26, so the shares are not directly comparable.
Named in two categories this edition.
Named in four 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 Agicap were named in the same answer seventy-five times, of the 131 answers naming Trovata and the 134 naming Agicap. In those answers Agicap took the first choice fifteen times and Trovata fourteen.
| 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. Five of five in this category shown.
“lightweight cash visibility/forecasting tools (such as Agicap or basic startup-oriented cash management platforms) ... quickly break down when dealing with complex corporate structures” Gemini 3.5 Flash · negative prompt · soft negative
“recent review summaries cite sluggish implementation, feature-management issues, limited reporting/customization” GPT-5.4 mini · negative prompt · soft negative
“Users report integration issues with DATEV and banks, requiring manual effort for complex financial setups” DeepSeek V4 Flash · negative prompt · soft negative
“The Affordable Standalone TMS (Best for SMEs) ... Agicap ... Priced specifically to compete with manual Excel processes” Qwen 3.7 Flash · budget prompt · first choice
“Agicap is the strongest general-purpose choice if you need cash visibility, bank feeds, and short-term forecasting” Perplexity Sonar · budget 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.