Eleven of fourteen models named Trovata first on the direct prompt; one named Agicap. Trovata was named by fourteen of the fourteen models and Agicap by thirteen and Trovata carries 41 labels and Agicap 25, so the shares are not directly comparable.
Named in two categories this edition.
Named in three 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 October 2026 Edition, Trovata and Agicap were named in the same answer fifty-three times, of the 120 answers naming Trovata and the 112 naming Agicap. In those answers Agicap took the first choice thirteen times and Trovata fifteen.
| 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. Six of six in this category shown.
“Agicap: Users report limited customization in reports, missing features for complex financial setups, and difficult/time-consuming setup processes” MiniMax M2.5 · negative prompt · soft negative
“Users find the limited customization in reports and features of Agicap to be a significant drawback.” Muse Glimmer 30B · negative prompt · soft negative
“Be cautious if you need deep enterprise capabilities or extensive customization.” GPT-6 Luna · negative prompt · soft negative
“Agicap (Top-rated on G2 for small businesses) ... Designed for SMBs to replace spreadsheets without enterprise complexity.” Grok 4.1 Fast · budget prompt · first choice
“Agicap is the strongest default choice from the results because it is specifically highlighted for small businesses” Perplexity Sonar · budget prompt · first choice
“Agicap ⭐ (Best Overall Value) ... offers the best combination of free entry-level access and scalable features” Kimi K2 · 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.