Two of fourteen models named Helcim first on the direct prompt; one named Billtrust. Helcim was named by twelve of the fourteen models and Billtrust by twelve and Helcim carries 23 labels and Billtrust 18, so the shares are not directly comparable.
Named in four categories this edition.
Named in nine 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 B2B payment acceptance 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. 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
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.