One of twelve models named Helcim first on the direct prompt; two named HighRadius. Helcim was named by ten of the twelve models and HighRadius by ten and Helcim carries 20 labels and HighRadius 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in nineteen 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 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 4.1 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 four in this category shown.
“Choose processors (like Helcim or specialized high-risk merchant providers) that perform manual underwriting *before* you process payments” Gemini 3.5 Flash · negative prompt · first choice
“For most B2B businesses with a limited budget, Helcim is the best all‑around choice due to zero monthly fees” GLM 4.7 FlashX · budget prompt · first choice
“Helcim is frequently recommended as the best overall B2B payment acceptance platform for small businesses” Mistral Small · budget 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.
“HighRadius - Offers an embedded payment portal with multi-rail support, accessible directly from invoices, with no separate customer login and no IT buildout required.” Llama 4 Maverick · 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.