Sift vs Fingerprint
Four of fourteen models named Sift first on the direct prompt; zero named Fingerprint. Sift was named by fourteen of the fourteen models and Fingerprint by twelve and Sift carries 50 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.
By framing
SiftFirst choices, of fourteen modelsFingerprint
Across every category in the November 2026 Edition, Sift and Fingerprint were named in the same answer thirty-six times, of the 180 answers naming Sift and the 50 naming Fingerprint. In those answers Fingerprint took the first choice two times and Sift two.
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 | | | | | |
Sift Fingerprint first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sift on the left and Fingerprint on the right.The direct prompt
Sift first, Fingerprint not the choice
4 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
4 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
Fingerprint2%#8 of 14Sift0%#12 of 14Sift9%#4 of 11Fingerprint4%#7 of 11What the models said about Sift
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Sift – if you don't have a dedicated risk team, due to complexity and false positives.” DeepSeek V4 Flash · negative prompt · hard negative
“specific complaints focus on the user experience and rule creation” GLM 4.7 FlashX · negative prompt · hard negative
“enterprise-focused tools like Signifyd, Riskified, or Sift, which often target mid-market+ businesses and can cost thousands per month” Grok 4.20 · budget prompt · soft negative
“Sift — *Best Overall for Digital B2B Storefronts & ATO Protection*” Gemini 3.5 Flash · direct prompt · first choice
“I'd recommend requesting demos from ClearSale, Sift, and SEON” MiniMax M2.5 · direct prompt · first choice
“A mid-market friendly, deployment-light option is Sift.” Muse Glimmer 30B · paraphrase 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.