One of fourteen models named Stripe Radar first on the direct prompt; zero named Forter. Stripe Radar was named by thirteen of the fourteen models and Forter by fourteen and Stripe Radar carries 42 labels and Forter 33, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 Forter were named in the same answer forty-five times, of the 123 answers naming Stripe Radar and the 99 naming Forter. In those answers Forter took the first choice two times and Stripe Radar seven.
| 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 eight in this category shown.
“Avoid enterprise platforms like Riskified, Forter, and Kount” DeepSeek V4 Flash · budget prompt · hard negative
“Premium pricing: Listed at $120K/year on AWS Marketplace for under 1M decisions—significantly more expensive than competitors” Kimi K2 · negative prompt · soft negative
“if you need enterprise-grade protection with chargeback guarantees (though they're primarily enterprise-focused)” MiniMax M2.5 · direct prompt · soft negative
“Tier 1 (Enterprise/High Touch): Forter, Signifyd. (High cost, full liability guarantee, heavy focus on human-in-the-loop workflows).” Qwen 3.7 Flash · scale prompt · first choice
“Choose Riskified or Forter for high-volume retail, international sales, and aggressive false-decline reduction.” Perplexity Sonar · comparative prompt · first choice
“It is widely considered the industry standard for high-volume transactions.” Qwen 3.7 Flash · comparative 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.