Signifyd vs ClearSale
Four of fourteen models named Signifyd first on the direct prompt; one named ClearSale. Signifyd was named by fourteen of the fourteen models and ClearSale by eight and Signifyd carries 43 labels and ClearSale 16, so the shares are not directly comparable.
Named in two 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
SignifydFirst choices, of fourteen modelsClearSaleAcross every category in the October 2026 Edition, Signifyd and ClearSale were named in the same answer forty-five times, of the 198 answers naming Signifyd and the 53 naming ClearSale. In those answers ClearSale took the first choice one time and Signifyd fourteen.
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 | | | |
SignifydCL ClearSale first choice named as an alternative argued againstblank: not namedEach cell is one answer, Signifyd on the left and ClearSale on the right.The direct prompt
Signifyd first, ClearSale an alternative
4 of 14 modelsClearSale was named in the answer but not as the choice, or not at all.ClearSale first, Signifyd not the choice
1 of 14 modelsSignifyd was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
Signifyd7%#4 of 12What the models said about Signifyd
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“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 · soft negative
“Choose Signifyd or Riskified if: You want to outsource fraud completely... Go with Signifyd if you are mid-market and want seamless e-commerce platform plug-ins.” Gemini 3.5 Flash · comparative prompt · first choice
“The original "chargeback guarantee" pioneer ... Best fit: High-volume merchants ($10M+ GMV) who want fraud completely off their plate.” Kimi K2 · comparative prompt · first choice
“The Best Overall (Especially for Open Credit): Signifyd ... widely considered the gold standard for B2B commerce” Qwen 3.7 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.