SEON vs Fingerprint
Three of fourteen models named SEON first on the direct prompt; zero named Fingerprint. SEON was named by fourteen of the fourteen models and Fingerprint by twelve and SEON carries 43 labels and Fingerprint 21, so the shares are not directly comparable.
Named in three 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.
By framing
SEONFirst choices, of fourteen modelsFingerprint
Across every category in the November 2026 Edition, SEON and Fingerprint were named in the same answer forty-one times, of the 136 answers naming SEON and the 50 naming Fingerprint. In those answers Fingerprint took the first choice one time and SEON three.
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 | | | | |
SEON Fingerprint first choice named as an alternative argued againstblank: not namedEach cell is one answer, SEON on the left and Fingerprint on the right.The direct prompt
SEON first, Fingerprint not the choice
3 of 14 modelsFingerprint was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
What the models said about SEON
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Reported pricing starts around $699/month, so it may be less suitable for very small merchants.” Perplexity Sonar · budget prompt · soft negative
“Be cautious if the vendor cannot explain what data it uses, how long it retains it” Perplexity Sonar · negative prompt · soft negative
“SEON publishes self-serve pricing at $699/month for the Starter tier” Muse Glimmer 30B · budget prompt · soft negative
“SMBs on a tight budget should compare SEON, FraudLabs Pro, and Sift... SEON's free tier can help you get started without immediate investment.” Claude Haiku 4.5 · budget prompt · first choice
“Reviews suggest this platform is user-friendly and offers better visibility into how fraud signals are calculated” GLM 4.7 FlashX · negative prompt · first choice
“For a mid-market B2B company, SEON is the strongest overall choice.” DeepSeek V4 Flash · direct 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.