Zero of fourteen models named Upflow first on the direct prompt; zero named BILL. Upflow was named by nine of the fourteen models and BILL by ten and both carry 13 labels, so the shares below are directly comparable.
Named in six categories this edition.
Named in fifteen 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 application page.
| 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. Three of three in this category shown.
“Higher monthly cost; better suited for mid‑size businesses with more complex workflows.” GLM 4.7 FlashX · budget prompt · soft negative
“The best cash application software for B2B companies because it is the only platform that treats reconciliation as part of the collections process” Claude Haiku 4.5 · comparative prompt · first choice
“start with Upflow for trust and collections integration, or Paystand if you want invoice delivery + payment matching in one AR stack.” Muse Glimmer 30B · paraphrase 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.