Ecommerce fraud prevention
Asked as “ecommerce fraud prevention platform”, and as “online payment fraud detection tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
15%
Contested · Signifyd 13%
15Stripe Radar13Signifyd11SEON61others
15% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Stripe Radar (15%) replaces SEON (16% then, 11% now), 4 points clear, inside the 10-point floor.Stripe Radar leads at 15%, replacing SEON, which led at 16% and stands at 11% now: 4 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Stripe Radar34%Contested↗new leaderNew leader since October 2026: Stripe Radar (34%) replaces NoFraud (34% then, 14% now), 20 points clear, past the 10-point floor.Standing →Mid-marketStripe Radar15%Contested↗new leaderNew leader since October 2026: Stripe Radar (15%) replaces SEON (16% then, 11% now), 4 points clear, inside the 10-point floor.This pageEnterprise
Trustpair25%Contested▲+1Since October 2026: 24% → 25%, +1 point. Inside the 10-point floor: within noise.Standing →
Stripe Radar34%Contested↗new leaderNew leader since October 2026: Stripe Radar (34%) replaces NoFraud (34% then, 14% now), 20 points clear, past the 10-point floor.Standing →Mid-marketStripe Radar15%Contested↗new leaderNew leader since October 2026: Stripe Radar (15%) replaces SEON (16% then, 11% now), 4 points clear, inside the 10-point floor.This pageEnterpriseTrustpair25%Contested▲+1Since October 2026: 24% → 25%, +1 point. Inside the 10-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Stripe Radar15%10%42accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 10-point floor: within noise.14% → 15%
Stripe Radar15%10%42accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 10-point floor: within noise.14% → 15%02
Signifyd13%23%57accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise.8% → 13%
Signifyd13%23%57accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise.8% → 13%03
SEON11%7%43accepted challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 10-point floor: within noise.16% → 11%
SEON11%7%43accepted challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 10-point floor: within noise.16% → 11%04
Sift9%16%50accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise.4% → 9%
Sift9%16%50accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise.4% → 9%05
NoFraud9%12%24accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise.8% → 9%
NoFraud9%12%24accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise.8% → 9%06ClearSale7%4%27accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%
07
Fingerprint4%14%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Fingerprint4%14%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%08
Forter2%18%33accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Forter2%18%33accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
10
Riskified0%36%39criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Riskified0%36%39criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Kount0%23%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Kount0%23%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Chargeflow0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Chargeflow0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Stripe Radar vs NoFraudStripe Radar vs ClearSaleStripe Radar vs FingerprintStripe Radar vs ForterSignifyd vs SEONSignifyd vs SiftSignifyd vs NoFraudSignifyd vs ClearSaleSignifyd vs FingerprintSignifyd vs ForterSEON vs SiftSEON vs NoFraudSEON vs ClearSaleSEON vs FingerprintSEON vs ForterSift vs NoFraudSift vs ClearSaleSift vs FingerprintSift vs ForterNoFraud vs ClearSaleNoFraud vs FingerprintNoFraud vs ForterClearSale vs FingerprintClearSale vs ForterFingerprint vs Forter
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405C06
0708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Stripe Radar15%
Stripe Radar15%02Signifyd13%
Signifyd13%03SEON11%
SEON11%04Sift9%
Sift9%05NoFraud9%
NoFraud9%06ClearSale7%
07Fingerprint4%
Fingerprint4%08Forter2%
Forter2%09Kount0%
Kount0%10Riskified0%
Riskified0%11Chargeflow0%
Chargeflow0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Riskified36%
14 of 39 labels negative · 11 of 14 models · 2 hard negative
“Specific Platforms to Avoid or Be Cautious About ... Riskified ... significant user complaints regarding its chargeback guarantee and support” GLM 4.7 FlashX, negative prompt
Signifyd23%
13 of 57 labels negative · 10 of 14 models · 1 hard negative
“reviews highlight issues with accuracy and billing” GLM 4.7 FlashX, negative prompt
Sift16%
8 of 50 labels negative · 8 of 14 models · 2 hard negative
“Sift – if you don't have a dedicated risk team, due to complexity and false positives.” DeepSeek V4 Flash, negative prompt
Kount23%
7 of 31 labels negative · 6 of 14 models · 1 hard negative
“Avoid enterprise platforms like Riskified, Forter, and Kount” DeepSeek V4 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 889 links across 195 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G240 answers · 82 citations · 12 models
33 answers · 33 citations · 11 models
vendor site · Stripe30 answers · 44 citations · 11 models
vendor site · cside20 answers · 21 citations · 9 models
19 answers · 19 citations · 10 models
vendor site · Fraudio18 answers · 36 citations · 8 models
18 answers · 18 citations · 10 models
vendor site · Guideflow17 answers · 18 citations · 9 models
vendor site · Fraud.net16 answers · 30 citations · 9 models
16 answers · 16 citations · 8 models
vendor site · G216 answers · 16 citations · 11 models
14 answers · 21 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
33 answers · 11 models
29 answers · 12 models
19 answers · 9 models
19 answers · 10 models
18 answers · 10 models
17 answers · 8 models
16 answers · 8 models
15 answers · 10 models
14 answers · 11 models
14 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best ecommerce fraud prevention platform”, “ecommerce fraud prevention platform”, “ecommerce fraud prevention platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Stripe parent site Stripe Radar 15% | 15% | 109 | 823,000 | 102,741 | ||||
| Signifyd signifyd.com | 13% | 195 | 3,600 | 62 | 10,180 | $5,179 | 37 | |
| SEON seon.io | 11% | 124 | 2,900 | 1,709 | 24,522 | 71 | 2 | |
| Sift sift.com | 9% | 166 | 27,100 | 5,273 | 16,711 | 2 | 1 | |
| NoFraud nofraud.com | 9% | 68 | 1,300 | 32 | 227 | 0 | ||
| ClearSale | 7% | 480 | 4 | |||||
| Shopify shopify.com Shopify Fraud Analysis 2%, Shopify Fraud Filter 2%, Shopify Protect 2% | 6% | 11 | 1,000,000 | 38,067 | 3,486,997 company | $3,351 | 110 | |
| Fingerprint fingerprint.com | 4% | 49 | 60,500 | 61,275 | 32,146 | 12 | 2 | |
| FraudLabs Pro fraudlabspro.com | 4% | 18 | 140 | 0 | 8,465 | 7 | ||
| Trustmi trustmi.ai | 4% | 15 | 390 | 4 | 1,371 | 11 |
Google's top ten for the three searches hold 27 sites; 3 of them are among the sites the models cited here (fraudio.com, learn.g2.com, stripe.com). The first result for “best ecommerce fraud prevention platform” is sift.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ecommerce fraud prevention platform for a mid-market B2B company?”Paraphrase“Which online payment fraud detection tool would you recommend to a mid-sized B2B company?”Comparative“What are the top ecommerce fraud prevention platforms and how do they differ?”Budget-constrained“What is the best ecommerce fraud prevention platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an ecommerce fraud prevention platform. What should we look at?”Negative“Which ecommerce fraud prevention platforms should I avoid or be cautious about?”
Claude Haiku 4.5TrustpairEftsure, TrustpairChangedno first choiceFingerprint, SEONno first choiceagainst: ClearSale, Kount, Shopify's native fraud tool
Three alternatives
Riskified, SEON, SignifydThree alternatives
Kount, SEON, TrustmiThree alternatives
NoFraud, Riskified, SignifydFour alternatives
FraudLabs Pro, NoFraud, Sift, Stripe RadarGPT-5.4 miniSiftEftsureChangedRiskifiedClearSale, NoFraud, Wylloagainst: Kount, Riskified, Signifydno first choicenothing named
Three alternatives
Forter, Riskified, SignifydOne alternative
ForterSix alternatives
Accertify, Cybersource, Forter, Kount, Sift, SignifydGemini 3.5 FlashSiftagainst: SignifydSEONChangedRiskified, SignifydShopify Fraud Filter, Shopify Protect, Stripe Radarno first choiceagainst: Chargeback.io, Chargeflow, Kount, Riskified, Shopify Protect, Sift, Signifyd, Stripe Radar
Three alternatives
Kount, SEON, Trustmi AIFive alternatives
Kount, Middesk, Sift, Stripe Radar, TrustpairFour alternatives
ClearSale, Forter, SEON, SiftFive alternatives
ClearSale, Fingerprint, FraudLabs Pro, NoFraud, SEONPerplexity SonarSignifydagainst: NoFraudSEONChangedForter, RiskifiedNoFraudagainst: SEONno first choiceagainst: Fingerprint, Kount, Riskified, SEON, Sift, Signifyd, cside
Three alternatives
ClearSale, SEON, SiftSeven alternatives
ClearSale, Eftsure, Sift, Signifyd, Stripe Radar, Trustmi, TrustpairSeven alternatives
Fingerprint, Kount, NoFraud/Wyllo, SEON, Sift, Signifyd, Stripe RadarTwo alternatives
Stripe Radar, WylloGrok 4.20SEONStripe RadarChangedagainst: Abrigo, Featurespace, FeedzaiSignifydagainst: Chargeflow, Stripe RadarStripe Radaragainst: Riskified, Sift, Signifydno first choiceagainst: Fingerprint
Four alternatives
ClearSale, Sift, Signifyd, Stripe RadarTwo alternatives
Sift, SignifydFour alternatives
Forter, Kount, Riskified, SiftFour alternatives
ClearSale, IPQualityScore, NoFraud, SumsubFour alternatives
Riskified, Sift, Signifyd, Stripe RadarMistral SmallClearSale, SignifydFraud.netChangedno first choiceFraudLabs Prono first choiceagainst: Arkose Labs, NoFraud, Sift
Two alternatives
Stripe Radar, SumsubEight alternatives
ClearSale, Forter, Kount, Riskified, SEON, Sift, Signifyd, Stripe RadarThree alternatives
Fingerprint, NoFraud, Stripe RadarDeepSeek V4 FlashSEONagainst: Forter, RiskifiedTrustmiChangedno first choiceFraudLabs Proagainst: Forter, Kount, Riskifiedno first choiceagainst: Forter, Kount, NoFraud, Riskified, Shopify's Built-in Fraud Filter, Sift
Two alternatives
Sift, SignifydFour alternatives
ClearSale, Forter, Sift Digital Trust & Safety Suite, Stripe RadarNine alternatives
ClearSale, Forter, Kount, NoFraud, Riskified, SEON, Sift, Signifyd, Stripe RadarTwo alternatives
ClearSale, NoFraudLlama 4 MaverickSignifydno first choiceChangedno first choiceNoFraudno first choicenothing named
Two alternatives
ClearSale, FingerprintQwen 3.7 FlashSiftagainst: Stripe RadarSignifydChangedForterStripe Radaragainst: Forter, Riskified, SignifydForter, Signifydagainst: Amazon Payments, Shopify Identityagainst: Kount, Riskified, Sift, Signifyd, Stripe Radar
Four alternatives
LexisNexis Intelligent Investigator, Ping Identity, Signifyd, WylloFour alternatives
Sift, Stripe Radar, Trulioo, VerifoneFive alternatives
ClearSale, Riskified, SEON, Sift, SignifydFour alternatives
Chargeflow, Fingerprint, NoFraud, Shopify Fraud AnalysisThree alternatives
Kount, Stripe Radar, ThreatMetrixKimi K2SignifydTrustmiChangedRiskified, SignifydNoFraudno first choiceagainst: Forter, Riskified, Signifyd
Three alternatives
SEON, Sift, WylloTwo alternatives
Eftsure, SEONSeven alternatives
ClearSale, Fingerprint, Forter, Kount, SEON, Sardine, SiftTwo alternatives
FraudLabs Pro, Stripe RadarGLM 4.7 FlashXStripe RadarFraudNetChangedno first choiceNoFraudno first choiceagainst: Riskified, Sift, Signifyd
Two alternatives
SEON, SignifydThree alternatives
Coris, SEON, Stripe RadarThree alternatives
Chargeflow, FraudLabs Pro, Stripe RadarMiniMax M2.5ClearSale, SEON, Siftagainst: Forter, RiskifiedFraudNetChangedagainst: Signifydno first choiceFingerprintno first choicenothing named
One alternative
KountTwo alternatives
Featurespace, Stripe RadarTwo alternatives
ClearSale, FraudioGPT-6 LunaSignifydStripe RadarChangedRiskified, SignifydRadar Lite, Shopify Fraud Analysis, Stripe Radarno first choiceagainst: Riskified, Signifyd
Three alternatives
Kount, Sift, TrustmiTwo alternatives
Adyen's Protect, Plaid SignalSix alternatives
Adyen Protect, Forter, Kount, SEON, Sift, Stripe RadarOne alternative
Radar StandardMuse Glimmer 30BClearSaleSiftChangedSignifydStripe Radaragainst: SEON, Sift, Signifydno first choiceagainst: Fingerprint, Riskified, Signifyd
Four alternatives
SEON, Sift, Signifyd, TrustpairFive alternatives
DataVisor, Featurespace ARIC™ Risk Hub, Forter, FraudNet, SignifydFive alternatives
ClearSale, Forter, Riskified, SEON, SiftThree alternatives
ClearSale, FraudLabs Pro, NoFraudBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:59 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:15 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:01 | yes | 11 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 13 | 40 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:58 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:42 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:17 | yes | 19 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 23 | 83 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:05 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 18 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:40 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:02 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:55 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 10 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:00 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 25 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 5 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 20 | 50 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 15 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:40 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:47 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:53 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:59 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:39 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:20 | yes | 7 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:04 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 28 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:12 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | yes | 16 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 15 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 24 | 219 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:29 | yes | 17 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 9 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 11 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:32 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 14 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | yes | 8 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 19 | 48 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:41 | yes | 24 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 5 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:52 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:37 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:20 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:47 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:36 | yes | 24 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:25 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 20 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:36 | yes | 13 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:30 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:41 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:38 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:44 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:52 | yes | 13 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 15 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 9 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 10 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:08 | yes | 24 | 65 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 12 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:42 | yes | 4 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:30 | yes | 24 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Bureau read as Bureau ID
PayPal read as PayPal Fraud Protection
Shopify read as Shopify Fraud Analysis
Stripe read as Stripe Radar
Unresolved, counted raw
Adyen's Protect
Amazon Payments
ByeDispute
Coris
Featurespace ARIC™ Risk Hub
LexisNexis Intelligent Investigator
NoFraud now Wyllo
PayPal fraud filters
Plaid Signal
Radar Lite
Radar Standard
Shopify Fraud Protection
Shopify Identity
Shopify's Built-in Fraud Filter
Shopify's native fraud tool
Sift Digital Trust & Safety Suite
Sig
Square Fraud Protection
Square's built-in screening
Stripe Fraud
Trustmi AI
Visa's VAMP
Discontinued, still offered
No shut-down product was recommended here.