One of fourteen models named Stripe Radar first on the direct prompt; three named ClearSale. Stripe Radar was named by thirteen of the fourteen models and ClearSale by twelve and Stripe Radar carries 42 labels and ClearSale 27, so the shares are not directly comparable.
Named in two categories 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, Stripe Radar and ClearSale were named in the same answer forty-three times, of the 123 answers naming Stripe Radar and the 82 naming ClearSale. In those answers ClearSale took the first choice three times and Stripe Radar sixteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CL | |||||
| GPT-5.4 mini | CL | |||||
| Gemini 3.5 Flash | CL | |||||
| Perplexity Sonar | CL | |||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | CL | |||||
| Llama 4 Maverick | CL | |||||
| 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 eight in this category shown.
“Native Gateway Filters *(Stripe Radar, Shopify Protect)* | Fast setup, native integration, low/no setup cost. | Less granular control” Gemini 3.5 Flash · negative prompt · soft negative
“While powerful within the Stripe ecosystem, it's limited if you diversify payment gateways” Qwen 3.7 Flash · negative prompt · soft negative
“affordable, ML-driven, and easy to implement but less feature-rich than dedicated suites” Grok 4.20 · comparative prompt · soft negative
“If you are on Shopify or Stripe, turn on their native tools first (Stripe Radar / Shopify Protect)—they are usually more than enough for small businesses.” Gemini 3.5 Flash · budget prompt · first choice
“Stripe Radar stands out as the best ecommerce fraud prevention platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“If you are already processing payments through Stripe, this is arguably the best value on the market.” Qwen 3.7 Flash · 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.