Three of twelve models named HighRadius first on the direct prompt; zero named Upflow. HighRadius was named by twelve of the twelve models and Upflow by nine and HighRadius carries 44 labels and Upflow 17, so the shares are not directly comparable.
Named in nineteen 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.
| 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. Three of three in this category shown.
“you want to avoid high-end enterprise AR suites (like HighRadius or Quadient/YayPay), which carry steep implementation fees and long sales cycles” Gemini 3.5 Flash · budget prompt · hard negative
“Specific Vendors/Tools with Documented Concerns... 1. HighRadius Reported Issues: - Poor customer support” Kimi K2 · negative prompt · hard negative
“Best for large enterprises with complex, global order-to-cash operations. It's the broadest, most mature suite... Enterprise, end-to-end: HighRadius” DeepSeek V4 Flash · comparative 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.