One of fourteen models named Stripe Radar first on the direct prompt; three named SEON. Stripe Radar was named by thirteen of the fourteen models and SEON by fourteen and Stripe Radar carries 42 labels and SEON 43, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories 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.
Across every category in the November 2026 Edition, Stripe Radar and SEON were named in the same answer sixty-two times, of the 123 answers naming Stripe Radar and the 136 naming SEON. In those answers SEON took the first choice eleven times and Stripe Radar nineteen.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Native Gateway Filters *(Stripe Radar, Shopify Protect)* | Fast setup, native integration, low/no setup cost. | Less granular control” Gemini 3.5 Flash · negative prompt · soft negative
“While powerful within the Stripe ecosystem, it's limited if you diversify payment gateways” Qwen 3.7 Flash · negative prompt · soft negative
“affordable, ML-driven, and easy to implement but less feature-rich than dedicated suites” Grok 4.20 · comparative prompt · soft negative
“If you are on Shopify or Stripe, turn on their native tools first (Stripe Radar / Shopify Protect)—they are usually more than enough for small businesses.” Gemini 3.5 Flash · budget prompt · first choice
“Stripe Radar stands out as the best ecommerce fraud prevention platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“If you are already processing payments through Stripe, this is arguably the best value on the market.” Qwen 3.7 Flash · budget prompt · first choice
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
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.