Ecommerce fraud prevention for enterprise buyers
Asked as “ecommerce fraud prevention platform”, and as “online payment fraud detection tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
24%
Contested · Signifyd 20%
24Trustpair20Signifyd11Sift44others
24% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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-one head-to-head pages: the top seven products, each against each
SEON vs NoFraudSEON vs SiftSEON vs ClearSaleEftsure vs Stripe RadarEftsure vs SignifydEftsure vs NoFraudEftsure vs SiftEftsure vs ClearSaleStripe Radar vs SignifydStripe Radar vs NoFraudStripe Radar vs SiftStripe Radar vs ClearSaleSignifyd vs NoFraudSignifyd vs SiftSignifyd vs ClearSaleNoFraud vs SiftNoFraud vs ClearSaleSift vs ClearSale
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 →
01
02
03
04
05
06
07
08C09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Trustpair24%
Trustpair24%02Signifyd20%
Signifyd20%03Sift11%
Sift11%04Riskified7%
Riskified7%05Stripe Radar7%
Stripe Radar7%06SEON6%
SEON6%07Forter4%
Forter4%08Kount2%
Kount2%09ClearSale0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Signifyd27%
15 of 55 labels negative · 9 of 14 models · 3 hard negative
“Enterprise Options to Avoid (If Predictability Is Critical) ... Costs grow proportionally with revenue” Kimi K2, budget prompt
Sift24%
12 of 51 labels negative · 8 of 14 models · 1 hard negative
“Platforms to Avoid or Be Cautious About ### 1. **Sift** **Major Red Flags:** - **High false positive rates**” GLM 4.7 FlashX, negative prompt
Riskified26%
12 of 47 labels negative · 7 of 14 models · 3 hard negative
“you must avoid platforms that utilize **Revenue-Sharing**... **Riskified / Signifyd:** These platforms charge a percentage of your approved revenue” GLM 4.7 FlashX, budget prompt
Kount29%
11 of 38 labels negative · 7 of 14 models · 1 hard negative
“Enterprise Options to Avoid ... Tied to transaction volume” Kimi K2, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 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. 1175 links across 237 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Fraud.net43 answers · 135 citations · 12 models
vendor site · G241 answers · 107 citations · 13 models
vendor site · cside34 answers · 48 citations · 12 models
30 answers · 31 citations · 11 models
vendor site · Trustpair29 answers · 48 citations · 12 models
vendor site · Fingerprint26 answers · 27 citations · 12 models
vendor site · G226 answers · 26 citations · 11 models
24 answers · 24 citations · 11 models
vendor site · Stripe19 answers · 29 citations · 8 models
vendor site · Whop19 answers · 19 citations · 11 models
vendor site · Signifyd18 answers · 22 citations · 11 models
vendor site · SEON16 answers · 22 citations · 9 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.
30 answers · 11 models
25 answers · 10 models
24 answers · 10 models
23 answers · 10 models
21 answers · 9 models
19 answers · 10 models
19 answers · 9 models
19 answers · 11 models
17 answers · 11 models
16 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Trustpair trustpair.com | 24% | 23 | 720 | 10 | 13,654 | 2 | ||
| Signifyd signifyd.com | 20% | 186 | 3,600 | 62 | 10,180 | $5,179 | 37 | |
| Sift sift.com | 11% | 153 | 27,100 | 5,273 | 16,711 | 2 | 1 | |
| Riskified riskified.com | 7% | 118 | 2,400 | 80 | 5,111 | 8 | 4 | |
| Stripe parent site Stripe Radar 7% | 7% | 100 | 823,000 | 102,741 | ||||
| FraudNet | 7% | 140 | 6 | |||||
| SEON seon.io | 6% | 116 | 2,900 | 1,709 | 24,522 | 71 | 2 | |
| Forter forter.com | 4% | 101 | 2,400 | 98 | 1,728 | 7 | ||
| Kount kount.com | 2% | 128 | 1,000 | 60 | 3,674 | 0 | ||
| Eftsure eftsure.com | 2% | 32 | 880 | 16 | 21,401 | $17,427 | 54 |
Google's top ten for the three searches hold 27 sites; 5 of them are among the sites the models cited here (clickpost.ai, fingerprint.com, learn.g2.com, seon.io, 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 an enterprise B2B company?”Paraphrase“Which online payment fraud detection tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ecommerce fraud prevention platforms and how do they differ?”Budget-constrained“What is the best ecommerce fraud prevention platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an ecommerce fraud prevention platform. What should we look at?”Negative“Which ecommerce fraud prevention platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5FraudNet, TrustpairFraudNet, TrustpairHeldno first choiceSignifydagainst: Accertify, Forter, Kountno first choiceagainst: Kount, Signifyd, Stripe Radar
Three alternatives
Accertify, Forter, SiftThree alternatives
Coupa, Feedzai, SAS Fraud ManagementTwo alternatives
ClearSale, RiskifiedGPT-5.4 miniSift, SignifydStripe RadarChangedRiskified, SignifydSiftagainst: Forter, Riskified, Signifydno first choiceagainst: Arkose Labs, Ravelin, Sensfrx
Two alternatives
Riskified, SEONTwo alternatives
Eftsure, TrustpairThree alternatives
SEON, Sift, Stripe RadarTwo alternatives
ClearSale, KountGemini 3.5 FlashLexisNexis Risk Solutions, TreviPayTrustpairChangedno first choiceSEONagainst: Riskified, Signifydno first choiceagainst: Adyen RevenueProtect, Braintree's basic fraud filters, ClearSale, Riskified, Signifyd, Stripe Radar
Four alternatives
Allianz Trade Pay, Kount, Riskified, SignifydFive alternatives
Alessa, Eftsure, NICE Actimize, PaymentWorks, SiftSix alternatives
Accertify, Forter, Kount, Riskified, Sift, SignifydTwo alternatives
DataVisor, SiftPerplexity SonarSignifydTrustpairChangedForter, RiskifiedSignifydagainst: Kountno first choiceagainst: Kount, Sift
Three alternatives
Forter, Riskified, SiftThree alternatives
Eftsure, Featurespace, FeedzaiFive alternatives
FraudNet, Kount, SEON, Sift, SignifydOne alternative
AccertifyGrok 4.1 FastRiskified, SignifydEftsure, TrustpairChangedagainst: FICO Falcon, Feedzai, SiftSiftSignifydagainst: Fingerprint, Kount, SEON, Siftno first choiceagainst: Ekata, Fingerprint, NoFraud/Wyllo, Sift, Subuno
One alternative
Fraud.netFour alternatives
Forter, Kount, Riskified, SignifydTwo alternatives
Forter, RiskifiedMistral SmallSift, SignifydTrustpairChangedSignifydForter, Riskified, Signifydagainst: ClearSale, Stripe Radarno first choicenothing named
Three alternatives
SEON, Stripe Radar, TrustpairTwo alternatives
ACI Worldwide, SignifydNine alternatives
ClearSale, Ekata, Fingerprint, Forter, Kount, Riskified, SEON, Sift, Stripe RadarDeepSeek V4 FlashSiftTrustpairChangedagainst: Eftsure, FICO Falcon, Forter, Riskified, SAS Fraud Management, SiftSignifydSEONagainst: Riskified, Signifydno first choiceagainst: Forter, Kount, Sift, Signifyd, cside
Three alternatives
Forter, Kount, SignifydOne alternative
FraudNetFive alternatives
Forter, Kount, Riskified, Sift, Stripe RadarTwo alternatives
Forter, SiftLlama 4 Maverickno first choiceno first choiceHeldno first choiceRiskifiedno first choicenothing named
Two alternatives
Mastercard Identity Review 360, SignifydQwen 3.7 FlashSignifydTrustpairChangedSignifydagainst: KountSignifydno first choiceagainst: Chargeflow, ClearSale, NoFraud, Sift
Two alternatives
Forter, RiskifiedThree alternatives
Forter, Kount, SAS Fraud ManagerThree alternatives
Forter, Riskified, SiftTwo alternatives
Kount, RiskifiedKimi K2Fraud.net, TrustpairTrustpairChangedRiskified, SignifydStripe Radaragainst: Forter, Kount, Riskified, Signifydno first choiceagainst: Forter, Kount, Riskified, Sift, Signifyd
Four alternatives
Forter, Kount, Sift, SignifydThree alternatives
Bottomline Paymode-X, FICO Falcon Fraud Manager, TISFour alternatives
Arkose Labs, Forter, Kount, SiftOne alternative
SEONGLM 4.7 FlashXFraudNetFraudNetHeldno first choiceagainst: KountStripe Radaragainst: Riskified, Sift, Signifydno first choiceagainst: Forter, Kount, Sift, Signifyd
Three alternatives
Forter, Riskified, SiftThree alternatives
DataVisor, Eftsure, TrustpairFive alternatives
Forter, Riskified, Sift, Signifyd, Stripe RadarTwo alternatives
Kount, SEONMiniMax M2.5Forter, SiftTrustpairChangedno first choiceagainst: SignifydFraudPulseagainst: Fraud BlockerRiskified, Signifydagainst: SEONagainst: Chargeflow, NoFraud, Signifyd
Three alternatives
Cybersource, Fraud.net, KountThree alternatives
SAS Fraud Analytics, ShadowDragon, SiftThree alternatives
Riskified, SEON, SignifydOne alternative
ClearSaleGPT-6 LunaKountTrustmiChangedno first choiceStripe Radarno first choiceagainst: Riskified, Sift, Signifyd, Stripe Radar
Three alternatives
Riskified, Sift, SignifydOne alternative
TrustpairTwo alternatives
Forter, SignifydMuse Glimmer 30BTrustpairTrustpairHeldSiftagainst: RiskifiedSEON, Siftagainst: ClearSale, Forter, Riskified, Signifydno first choiceagainst: Forter, Riskified, Sift, Signifyd
Six alternatives
FICO, Feedzai, NICE Actimize, SAS, Sift, SignifydTwo alternatives
Eftsure, TrustmiFive alternatives
ClearSale, Forter, Kount, now Nuvei Kount, SEON, SignifydThree alternatives
Fingerprint, Kount, Stripe RadarBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 22:35 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:38 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 22 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:17 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:00 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:25 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 21 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | yes | 10 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:38 | yes | 20 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:21 | yes | 20 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:26 | yes | 11 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:22 | yes | 22 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:55 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:31 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:07 | yes | 17 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:45 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 19 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 9 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:50 | yes | 19 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:42 | yes | 12 | 98 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 18 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 9 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:53 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:03 | yes | 12 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:19 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:15 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:11 | yes | 22 | 40 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:38 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:51 | yes | 10 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:28 | yes | 24 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:12 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:13 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:20 | yes | 24 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:09 | yes | 24 | 90 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:44 | yes | 18 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:10 | yes | 8 | 45 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:17 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:31 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:39 | yes | 14 | 38 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:20 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:17 | yes | 18 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:44 | yes | 23 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:24 | yes | 24 | 89 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:28 | yes | 20 | 62 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 22 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 21 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:15 | yes | 20 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:47 | yes | 4 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:24 | yes | 15 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | no | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:16 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:22 | yes | 23 | 61 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:12 | yes | 23 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:03 | yes | 15 | 51 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:15 | yes | 15 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:12 | yes | 2 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 24 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:25 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:04 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:43 | yes | 14 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:04 | yes | 14 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:21 | yes | 23 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:30 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:42 | yes | 25 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:57 | yes | 15 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 25 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:17 | yes | 24 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 25 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:45 | yes | 25 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Ant Digital Technologies
Bottomline Paymode-X
Braintree's basic fraud filters
Cybersource Decision Manager
Fraud Blocker
FraudPulse
Kount, now Nuvei Kount
LexisNexis ThreatMetrix
SAS Fraud Analytics
SAS Fraud Manager
ShadowDragon
Socure
Tencent
TruValidate
Discontinued, still offered
No shut-down product was recommended here.