Three of fourteen models named HighRadius first on the direct prompt; three named Stuut. HighRadius was named by fourteen of the fourteen models and Stuut by ten and HighRadius carries 51 labels and Stuut 18, so the shares are not directly comparable.
Named in twenty-two categories this edition.
Named in three 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. Six of seven in this category shown.
“"Avoid HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing."” Muse Glimmer 30B · negative prompt · hard negative
“Some sources advise negotiating carefully or avoiding standard contracts with HighRadius, especially for smaller businesses” Mistral Small · negative prompt · hard negative
“Several sources explicitly suggest negotiating carefully or avoiding standard contracts from HighRadius.” DeepSeek V4 Flash · negative prompt · hard negative
“For mid-market organizations, HighRadius delivers out-of-the-box automation to unify cash application... achieving up to 90%+ touchless cash application” Claude Haiku 4.5 · direct prompt · first choice
“Leader in Gartner Magic Quadrant for Invoice-to-Cash (3x recognized); best for mid-market to enterprise with high-volume, complex global AR” Grok 4.1 Fast · comparative prompt · first choice
“the strongest default choice is usually HighRadius if your priority is *high-volume, complex cash application with automation depth*” Perplexity Sonar · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“For most mid-market B2B companies, I'd recommend: 1. Stuut if you need fast implementation” Kimi K2 · direct prompt · first choice
“the AI-native platforms (Stuut, SINGOA, Monk) or Versapay often deliver the fastest ROI” DeepSeek V4 Flash · direct prompt · first choice
“If you need rapid deployment and high automation, consider Stuut or Emagia.” Mistral Small · comparative 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.