SEON vs ClearSale
Six of fourteen models named SEON first on the direct prompt; one named ClearSale. SEON was named by thirteen of the fourteen models and ClearSale by eight and SEON carries 34 labels and ClearSale 16, so the shares are not directly comparable.
Named in three categories this edition.
ClearSale
accepted challengerNamed 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.
By framing
SEONFirst choices, of fourteen modelsClearSaleAcross every category in the October 2026 Edition, SEON and ClearSale were named in the same answer thirty-one times, of the 121 answers naming SEON and the 53 naming ClearSale. In those answers ClearSale took the first choice two times and SEON one.
Every model, every framing
| Model | DirectCL | ParaphraseCL | ComparativeCL | Budget-constrainedCL | Scale-constrainedCL | NegativeCL |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | CL | ||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | CL | CL | ||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | CL | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | CL | ||||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | | CL | | |||
| GLM 4.7 FlashX | CL | CL | | |||
| MiniMax M2.5 | CL | CL | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | | | |
SEONCL ClearSale first choice named as an alternative argued againstblank: not namedEach cell is one answer, SEON on the left and ClearSale on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.SEON first, ClearSale not the choice
5 of 14 modelsClearSale was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
SEON5%#5 of 12What the models said about SEON
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“SEON is often featured for flexible fraud signals, but it is not as clearly the cheapest option” Perplexity Sonar · budget prompt · soft negative
“SEON — Mixed Reviews (21% 1-star ratings) ... blackbox nature (opaque ML models)” GLM 4.7 FlashX · negative prompt · soft negative
“Examples of platforms using this model: Sift, Kount, SEON, Forter” Gemini 3.5 Flash · negative prompt · soft negative
“SEON offers modular fraud prevention tools with a free tier... particularly accessible to small and mid-market businesses” Claude Haiku 4.5 · budget prompt · first choice
“I'd recommend starting with ClearSale or SEON as they specifically target mid-market businesses” MiniMax M2.5 · direct prompt · first choice
“SEON is highly recommended for mid-market B2B companies that have an in-house operations or risk team” Gemini 3.5 Flash · direct prompt · first choice
What the models said about ClearSale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“it can introduce a slight delay in order processing. Some merchants have also noted inconsistencies in support quality.” Claude Haiku 4.5 · negative prompt · soft negative
“I'd recommend starting with ClearSale or SEON as they specifically target mid-market businesses” MiniMax M2.5 · direct prompt · first choice
“Choose ClearSale if: You sell high-value luxury goods or ship to high-risk international markets” Gemini 3.5 Flash · comparative prompt · alternative
“Human-in-the-loop review for complex decisions, paired with automation for speed” DeepSeek V4 Flash · comparative prompt · alternative
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.