Three of fourteen models named Agicap first on the direct prompt; zero named Trovata. Agicap was named by fourteen of the fourteen models and Trovata by seven and Agicap carries 25 labels and Trovata 14, so the shares are not directly comparable.
Named in three 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 cash flow forecasting page.
Across every category in the October 2026 Edition, Agicap and Trovata were named in the same answer fifty-three times, of the 112 answers naming Agicap and the 120 naming Trovata. In those answers Trovata took the first choice fifteen times and Agicap 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 4.1 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. Two of two in this category shown.
“Agicap has a lack of detailed KPIs tracking, complex initial setup, and is limited to treasury management only” Claude Haiku 4.5 · negative prompt · soft negative
“Agicap is currently widely regarded as a market leader for mid-market finance teams (scoring highest in recent industry analyses for cash flow forecasting)” Qwen 3.7 Flash · direct prompt · first choice
No label in this category carried a quote.
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.