Two of fourteen models named Upflow first on the direct prompt; three named Quadient Accounts Receivable. Upflow was named by fourteen of the fourteen models and Quadient Accounts Receivable by twelve and both carry 29 labels, so the shares below are directly comparable.
Named in eight 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 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 4.20 | ||||||
| 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.
“Upflow — Starter tier at ~$333/month; expensive for small budgets” DeepSeek V4 Flash · budget prompt · hard negative
“Fast implementation (weeks, not months) with transparent mid-market tier pricing... emphasizes strong matching logic and clean exception handling” Gemini 3.5 Flash · budget prompt · first choice
“Zero spend to test: Upflow Discover free forever gives AR health insights and a look at the Cash App Agent workflow with no commitment.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Quadient is often stronger in collections workflow and prioritization than in deep cash matching complexity” GPT-5.4 mini · comparative prompt · soft negative
“Quadient (formerly Quadient AR by YayPay) stands out as one of the strongest options for mid-market B2B companies” Grok 4.20 · direct prompt · first choice
“Versapay and Quadient AR are the strongest candidates today” DeepSeek V4 Flash · direct prompt · first choice
“Start with Upflow or Quadient for a pure mid-market play” Kimi K2 · 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.