Ecommerce fraud prevention
Asked as “ecommerce fraud prevention platform”, and as “online payment fraud detection tool”, on behalf of a mid-market B2B company. 51 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.
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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the four products at 0%, ordered by negative rate
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
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
06C07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01SEON16%
SEON16%02Eftsure16%
Eftsure16%03Stripe Radar14%
Stripe Radar14%04Signifyd8%
Signifyd8%05NoFraud8%
NoFraud8%06Sift4%
Sift4%07ClearSale2%
08Kount0%
Kount0%09Riskified0%
Riskified0%10Fingerprint0%
Fingerprint0%11Forter0%
Forter0%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 4.1 Fast, 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.
Forter39%
13 of 33 labels negative · 8 of 14 models
“Enterprise platforms (Signifyd, Forter, Riskified) often require sales calls and custom contracts averaging $80K+/year” Kimi K2, direct prompt
Sift16%
7 of 44 labels negative · 7 of 14 models
“Can be complex to configure; occasional false positives requiring manual review. Not ideal for very small teams due to setup overhead.” Grok 4.1 Fast, negative prompt
Riskified28%
8 of 29 labels negative · 6 of 14 models
“avoid relying strictly on a Chargeback Guarantee (Riskified, Signifyd) as your false decline rate will silently eat your profits” Gemini 3.5 Flash, negative prompt
Signifyd19%
8 of 43 labels negative · 6 of 14 models
“Signifyd's public terms define eligible chargebacks narrowly... That's a reason to get the exact coverage schedule and exclusions in the signed agreement—not, by itself, a reason to avoid Signifyd.” GPT-6 Luna, negative 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
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. 1034 links across 190 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 · G244 answers · 130 citations · 13 models
vendor site · Fraud.net42 answers · 95 citations · 12 models
vendor site · G235 answers · 38 citations · 12 models
vendor site · Stripe34 answers · 55 citations · 12 models
vendor site · cside34 answers · 41 citations · 12 models
vendor site · Fingerprint30 answers · 31 citations · 12 models
26 answers · 26 citations · 11 models
vendor site · Guideflow24 answers · 24 citations · 10 models
vendor site · SEON19 answers · 23 citations · 9 models
vendor site · Shuftipro19 answers · 19 citations · 10 models
vendor site · Whop19 answers · 19 citations · 9 models
vendor site · Eftsure18 answers · 36 citations · 11 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 · 12 models
30 answers · 11 models
27 answers · 12 models
26 answers · 11 models
24 answers · 10 models
22 answers · 11 models
22 answers · 9 models
19 answers · 10 models
19 answers · 9 models
19 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| SEON seon.io | 16% | 116 | 2,900 | 1,709 | 24,522 | 71 | 2 | |
| Eftsure eftsure.com | 16% | 32 | 880 | 16 | 21,401 | $17,427 | 54 | |
| Stripe parent site Stripe Radar 14% | 14% | 100 | 823,000 | 102,741 | ||||
| Signifyd signifyd.com | 8% | 186 | 3,600 | 62 | 10,180 | $5,179 | 37 | |
| NoFraud nofraud.com | 8% | 78 | 1,300 | 32 | 227 | 0 | ||
| Trustmi trustmi.ai | 8% | 14 | 390 | 4 | 1,371 | 11 | ||
| FraudLabs Pro fraudlabspro.com | 6% | 20 | 140 | 0 | 8,465 | 7 | ||
| Sift sift.com | 4% | 153 | 27,100 | 5,273 | 16,711 | 2 | 1 | |
| Trustpair trustpair.com | 4% | 23 | 720 | 10 | 13,654 | 2 | ||
| Shopify shopify.com Shopify Fraud Analysis 2%, Shopify Protect 2% | 4% | 7 | 1,000,000 | 38,067 | 3,486,997 company | $3,351 | 110 |
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 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 4.5FraudNet, TrustmiEftsure, TrustpairChangedno first choiceSEONno first choiceagainst: ClearSale, Forter, Kount, Radar, Riskified, Sift
Three alternatives
Kount, Sift, SignifydOne alternative
Coupa PayFive alternatives
Bolt, Fingerprint, NoFraud, Shopify Fraud Analysis, Stripe RadarGPT-5.4 miniSiftStripe RadarChangedSEONagainst: Stripe RadarStripe Radaragainst: Signifydno first choiceagainst: Ascend Ecom / Ascend Ecommerce, Ecom Genie, IDX, Nuvei, Paddle
Three alternatives
Forter, Kount, SignifydTwo alternatives
Checkout.com, SiftFour alternatives
Forter, Riskified, Sift, SignifydOne alternative
SiftGemini 3.5 FlashSEONSEON, TrustpairChangedRiskified, SignifydFraudLabs Pro, Shopify Protectagainst: Forter, Riskified, Signifydno first choiceagainst: ClearSale, Forter, Kount, NoFraud, Riskified, SEON, Sift, Signifyd
Four alternatives
Allianz Trade Pay, Sift, Signifyd, TreviPayTwo alternatives
Eftsure, KountFour alternatives
ClearSale, Kount, SEON, SiftThree alternatives
IPQualityScore / IPQS, NoFraud, WooCommerce Anti-Fraud ExtensionPerplexity SonarSEONFraud.netChangedno first choiceNoFraudagainst: SEONno first choicenothing named
Three alternatives
Kount, Sift, SignifydThree alternatives
Kount, Sift, Stripe RadarOne alternative
Stripe RadarGrok 4.1 FastSiftEftsureChangedagainst: Stripe RadarSift, SignifydStripe Radaragainst: SEONno first choiceagainst: Chargeflow, Forter, Riskified, Sift, Signifyd
Five alternatives
Chargeflow, Fingerprint, SEON, Signifyd, WylloTwo alternatives
Trustmi, nsKnoxSix alternatives
ClearSale, Forter, Kount, NoFraud, Riskified, Stripe RadarTwo alternatives
NoFraud, Shopify Fraud AnalysisMistral SmallSignifydEftsureChangedno first choiceNoFraud, Stripe Radarno first choicenothing named
Two alternatives
NoFraud, SiftTwo alternatives
Stripe Radar, nsKnoxSeven alternatives
Arkose Labs, MaxMind minFraud, Riskified, SEON, Sift, Signifyd, Stripe RadarTwo alternatives
SEON, csideDeepSeek V4 FlashSEONagainst: ForterTrustmiChangedagainst: Forter, Riskified, SiftSignifydFraudLabs Prono first choiceagainst: Fingerprint, Forter, NoFraud
Three alternatives
Sift, Signifyd, Stripe RadarTwo alternatives
Eftsure, FraudNetNine alternatives
Arkose Labs, ClearSale, Forter, Kount, NoFraud, Riskified, SEON, Sift, Stripe RadarTwo alternatives
NoFraud, Stripe RadarLlama 4 MaverickWyllono first choiceChangedno first choiceNoFraudno first choicenothing named
Five alternatives
NoFraud, SEON, Sift, Signifyd, csideTwo alternatives
SEON, csideQwen 3.7 FlashSignifydEftsureChangedForter, SignifydNoFraudagainst: Forter, Kountno first choiceagainst: Fingerprint, Sift
Two alternatives
Fingerprint, KountFive alternatives
Dun & Bradstreet, Forter, Kount, Plaid, TrustmiFour alternatives
Chargebacks911, Fraud.net, Kount, Stripe RadarThree alternatives
Shopify Fraud Analysis, Sift, Stripe RadarKimi K2SEONagainst: Forter, Riskified, SignifydEftsure, TrustmiChangedagainst: Sift, Stripe RadarSignifydFraudLabs Prono first choiceagainst: Chargeflow, Kount, Riskified, Signifyd
Three alternatives
Eftsure, Kount, TrustmiOne alternative
TrustpairSeven alternatives
ClearSale, Forter, Kount, Riskified, SEON, Sift, Stripe RadarTwo alternatives
NoFraud, Stripe RadarEight alternatives
Adyen RevenueProtect, Forter, PayPal Fraud Protection, Riskified, SEON, Sift, Signifyd, Stripe RadarGLM 4.7 FlashXSignifydEftsureChangedRiskified, SignifydSkyflareno first choiceagainst: Forter, Fraud.net, SEON
Four alternatives
ClearSale, Eftsure, SEON, SiftOne alternative
TrustpairSix alternatives
Chargeflow, ClearSale, Forter, Kount, MaxMind, SiftFour alternatives
Fingerprint, FraudLabs Pro, NoFraud, Stripe RadarMiniMax M2.5ClearSale, SEONEftsure, TrustmiChangedRiskifiedStripe Radaragainst: Riskifiedno first choicenothing named
Two alternatives
Forter, RiskifiedTwo alternatives
Forter, SiftFive alternatives
ClearSale, Forter, Kount, Sift, SignifydFive alternatives
Kount, MaxMind, PayPal Fraud Protection, Sift, SignifydGPT-6 LunaSEONSardineChangedno first choiceShopify Fraud Analysis, Stripe Radaragainst: NoFraudno first choiceagainst: Signifyd
One alternative
KountOne alternative
Stripe RadarMuse Glimmer 30BSignifyd, Wyllo, formerly NoFraudagainst: ForterEftsureChangedagainst: ForterSiftStripe Radarno first choiceagainst: Forter, Sift, Signifyd
Two alternatives
Eftsure, SEONTwo alternatives
SEON, TrustpairSix alternatives
Forter, Kount, now Equifax, NoFraud, Riskified, SEON, SignifydFive alternatives
Fingerprint, Fraud Filter, NoFraud, SEON, csideBold 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 23:14 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:50 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 17 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:49 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:07 | yes | 19 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:47 | yes | 19 | 13 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:15 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:48 | yes | 9 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:44 | yes | 19 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 23 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:01 | yes | 13 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:21 | yes | 2 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:48 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:25 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:28 | yes | 14 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:18 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:59 | yes | 20 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:22 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:07 | yes | 21 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | yes | 14 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:22 | yes | 19 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:41 | yes | 18 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:33 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:22 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:25 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:43 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:53 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:37 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 17 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:01 | yes | 25 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:01 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:07 | yes | 20 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | yes | 22 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:22 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | yes | 14 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:44 | yes | 27 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:20 | yes | 15 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:24 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 7 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 15 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:08 | yes | 19 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | no | 0 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:17 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:15 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:28 | yes | 9 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:53 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:15 | yes | 12 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 14 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:43 | no | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:47 | yes | 18 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:21 | yes | 9 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:15 | yes | 5 | 72 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:26 | yes | 24 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:11 | no | 0 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:50 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 10 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:07 | yes | 18 | 10 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 23:20 | yes | 13 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 14 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:25 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:12 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:37 | yes | 10 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:02 | yes | 10 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:15 | yes | 24 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:41 | yes | 21 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:14 | no | 0 | 10 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 1 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:46 | yes | 25 | 31 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
PayPal read as PayPal Fraud Protection
Shopify read as Shopify Fraud Analysis
Shopify (Fraud Analysis) read as Shopify Fraud Analysis
Stripe read as Stripe Radar
Stripe (Radar) read as Stripe Radar
Unresolved, counted raw
Ascend Ecom / Ascend Ecommerce
Blockify
Clickpost
Deduce
Ecom Genie
Fraud Filter
Fraudulytics
IDX
IPQualityScore / IPQS
Kount, now Equifax
Radar
Skyflare
Telesign
TrustDecision
WooCommerce Anti-Fraud Extension
Wyllo, formerly NoFraud
YITH WooCommerce Anti-Fraud
Discontinued, still offered
No shut-down product was recommended here.