NoFraud vs Fingerprint
Zero of fourteen models named NoFraud first on the direct prompt; zero named Fingerprint. NoFraud was named by thirteen of the fourteen models and Fingerprint by twelve and NoFraud carries 24 labels and Fingerprint 21, so the shares are not directly comparable.
Named in one category 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.
By framing
NoFraudFirst choices, of fourteen modelsFingerprint
Across every category in the November 2026 Edition, NoFraud and Fingerprint were named in the same answer twenty-three times, of the 76 answers naming NoFraud and the 50 naming Fingerprint. In those answers Fingerprint took the first choice one time and NoFraud six.
Every model, every framing
| 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 | | |
NoFraud Fingerprint first choice named as an alternative argued againstblank: not namedEach cell is one answer, NoFraud on the left and Fingerprint on the right.The direct prompt
Neither was named
14 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
NoFraud14%#2 of 14Fingerprint2%#8 of 14NoFraud0%#15 of 15Fingerprint0%#14 of 15What the models said about NoFraud
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
What the models said about Fingerprint
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.