Three of fourteen models named ClearSale first on the direct prompt; zero named Fingerprint. ClearSale was named by twelve of the fourteen models and Fingerprint by twelve and ClearSale carries 27 labels and Fingerprint 21, so the shares are not directly comparable.
Named in two 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 ecommerce fraud prevention page.
Across every category in the November 2026 Edition, ClearSale and Fingerprint were named in the same answer twenty-three times, of the 82 answers naming ClearSale and the 50 naming Fingerprint. In those answers Fingerprint took the first choice one time and ClearSale one.
| Model | DirectCL | ParaphraseCL | ComparativeCL | Budget-constrainedCL | Scale-constrainedCL | NegativeCL |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CL | |||||
| GPT-5.4 mini | CL | |||||
| Gemini 3.5 Flash | CL | CL | ||||
| Perplexity Sonar | CL | CL | ||||
| Grok 4.20 | CL | CL | ||||
| Mistral Small | CL | CL | ||||
| DeepSeek V4 Flash | CL | CL | 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 | 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Fingerprint, for instance, has noted complaints about being "too high" for the value.” Grok 4.20 · negative prompt · soft negative
“Fingerprinting or risk scoring alone does not validate a purchase.” Perplexity Sonar · negative prompt · soft negative
“Pricing and accuracy are the most cited cons in aggregate reviews.” Muse Glimmer 30B · negative prompt · soft negative
“Fingerprint offers a free tier up to 1,000 API calls/month... one of the best options for businesses that need to recognize returning users” Claude Haiku 4.5 · budget prompt · first choice
“For very limited budgets, start with Fingerprint's free tier” MiniMax M2.5 · budget prompt · first choice
“provides a free tier with 1,000 web API calls per month, which is useful for basic fraud detection needs” Mistral Small · budget prompt · alternative
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.