Four of twelve models named Billtrust first on the direct prompt; zero named Upflow. Billtrust was named by eleven of the twelve models and Upflow by nine and Billtrust carries 30 labels and Upflow 17, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 September 2026 Edition, Billtrust and Upflow were named in the same answer forty-six times, of the 278 answers naming Billtrust and the 121 naming Upflow. In those answers Upflow took the first choice eight times and Billtrust five.
| 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 |
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. Four of five in this category shown.
“2. Billtrust Reported Issues: - Invoicing and payment problems... Quote-only pricing makes cost comparison difficult” Kimi K2 · negative prompt · hard negative
“Frequently ranked #1–3 in mid-market segments by G2 Grids (Billtrust leads Enterprise/Mid-Market AR Automation)” Grok 4.1 Fast · direct prompt · first choice
“I'd suggest evaluating Billtrust or Versapay first, as they're specifically designed for your segment” Kimi K2 · direct prompt · first choice
“Upflow (for workflow focus) or Billtrust (for full-stack AR focus) are the safest starting points” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Upflow (for workflow focus) or Billtrust (for full-stack AR focus) are the safest starting points” Qwen 3.7 Flash · paraphrase 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.