Two of fourteen models named Helcim first on the direct prompt; three named HighRadius B2B Payments. Helcim was named by twelve of the fourteen models and HighRadius B2B Payments by twelve and Helcim carries 23 labels and HighRadius B2B Payments 18, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category 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 B2B payment acceptance page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | HB | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | HB | HB | ||||
| Grok 4.20 | HB | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | HB | |||||
| Qwen 3.7 Flash | HB | HB | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | HB | |||||
| MiniMax M2.5 | HB | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | HB |
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.
“notable Reddit complaints about being overly risk-averse: Sudden account closures, transaction refusals, or refunds without notice” Grok 4.20 · negative prompt · soft negative
“Best overall for most mid-market B2B companies due to its transparent, interchange-plus pricing and strong B2B features” Mistral Small · direct prompt · first choice
“Helcim stands out as the best B2B payment acceptance platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“🏆 Top Pick: Helcim ... making it the clear winner for budget-constrained B2B businesses.” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Very expensive and typically requires a 6–12 month implementation timeline. It is generally considered overkill for a standard mid-sized firm” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Avoid Enterprise AP/AR Suites: Enterprise B2B payment suites (e.g., Bill.com, HighRadius, Versapay) often charge $50 to $500+ per month” Gemini 3.5 Flash · budget prompt · soft negative
“though it may be heavier than necessary for a typical mid-market deployment” Perplexity Sonar · direct prompt · soft negative
“For most mid-market B2B companies, HighRadius or BILL offer the best balance of features, ERP integration, and automation capabilities.” MiniMax M2.5 · direct prompt · first choice
“Top Recommendation: HighRadius B2B Payments Suite Best Overall for Mid‑Market” GLM 4.7 FlashX · direct prompt · first choice
“Winner: HighRadius ... built specifically for mid-market to large enterprises” Qwen 3.7 Flash · 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.