Zero of fourteen models named NoFraud first on the direct prompt; three named ClearSale. NoFraud was named by thirteen of the fourteen models and ClearSale by twelve and NoFraud carries 24 labels and ClearSale 27, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 ecommerce fraud prevention page.
Across every category in the November 2026 Edition, NoFraud and ClearSale were named in the same answer forty-one times, of the 76 answers naming NoFraud and the 82 naming ClearSale. In those answers ClearSale took the first choice five times and NoFraud six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CL | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | CL | |||||
| Perplexity Sonar | CL | |||||
| Grok 4.20 | CL | |||||
| Mistral Small | CL | CL | ||||
| DeepSeek V4 Flash | CL | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | CL | |||||
| Kimi K2 | CL | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | CL | CL | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | CL | CL |
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.
“Received an overwhelmingly negative rating (1.8/5) on Trustpilot, with multiple users calling the company "frauds" and warning others not to use their service.” Mistral Small · negative prompt · hard negative
“The platforms you should most likely avoid ... are: 1. NoFraud – if you're a small business, due to false declines and poor customer experience.” DeepSeek V4 Flash · negative prompt · hard negative
“may be less suitable for complex B2B workflows” Perplexity Sonar · direct prompt · soft negative
“NoFraud ⭐ Best Overall for Small Business ... start with NoFraud's free tier (up to 100 orders)” Kimi K2 · budget prompt · first choice
“NoFraud is best for small Shopify stores and has a free Lite tier with published starter pricing.” Llama 4 Maverick · budget prompt · first choice
“best fit is usually NoFraud / Wyllo, or ClearSale if you want a more established option” GPT-5.4 mini · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“ClearSale has users who flag occasional service downtime and slow support response times during active issues” Claude Haiku 4.5 · negative prompt · soft negative
“I'd recommend requesting demos from ClearSale, Sift, and SEON to evaluate which fits your specific B2B workflow needs best.” MiniMax M2.5 · direct prompt · first choice
“ClearSale if you want a more established option with a strong small-business reputation” GPT-5.4 mini · budget prompt · first choice
“ClearSale and Signifyd are the top choices due to their proven track records” Mistral Small · 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.