Three of fourteen models named Upflow first on the direct prompt; four named Versapay. Upflow was named by thirteen of the fourteen models and Versapay by fourteen and Upflow carries 25 labels and Versapay 35, so the shares are not directly comparable.
Named in six categories this edition.
Named in seven 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 accounts receivable automation page.
Across every category in the October 2026 Edition, Upflow and Versapay were named in the same answer forty times, of the 171 answers naming Upflow and the 213 naming Versapay. In those answers Versapay took the first choice seven times and Upflow nine.
| 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. One of one in this category shown.
“those typically start at $75–150/month, which may exceed a limited budget” DeepSeek V4 Flash · budget prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Portal dependency ... Integration friction ... Reporting gaps ... Long implementations” Kimi K2 · negative prompt · hard negative
“Versapay is a collaborative receivables platform that is best for upper mid-market B2B in the US and Canada” Llama 4 Maverick · direct 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.