Signifyd vs ClearSale
Five of fourteen models named Signifyd first on the direct prompt; three named ClearSale. Signifyd was named by fourteen of the fourteen models and ClearSale by twelve and Signifyd carries 57 labels and ClearSale 27, 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 November 2026 Edition, Signifyd and ClearSale were named in the same answer seventy-one times, of the 216 answers naming Signifyd and the 82 naming ClearSale. In those answers ClearSale took the first choice seven times and Signifyd seventeen.
Every model, every framing
| Model | DirectCL | ParaphraseCL | ComparativeCL | Budget-constrainedCL | Scale-constrainedCL | NegativeCL |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | CL | |||
| GPT-5.4 mini | | | CL | |||
| Gemini 3.5 Flash | | CL | CL | | ||
| Perplexity Sonar | CL | CL | | | ||
| Grok 4.20 | CL | | | CL | | |
| Mistral Small | CL | CL | ||||
| DeepSeek V4 Flash | | CL | CL | CL | | |
| Llama 4 Maverick | | CL | ||||
| Qwen 3.7 Flash | | | CL | | | |
| Kimi K2 | | CL | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | CL | | CL | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | CL | | CL | CL | |
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
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.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 an alternative
2 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
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Signifyd12%#3 of 14What the models said about Signifyd
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“reviews highlight issues with accuracy and billing” GLM 4.7 FlashX · negative prompt · hard negative
“far more accessible than enterprise-focused tools like Signifyd, Riskified, or Sift, which often target mid-market+ businesses and can cost thousands per month” Grok 4.20 · budget prompt · soft negative
“Guaranteed protection, zero liability for approved orders. | Higher fees per order; potential increase in false decline rates on borderline orders.” Gemini 3.5 Flash · negative prompt · soft negative
“One of the most widely adopted platforms, especially for mid-to-large merchants on Shopify, Magento, and BigCommerce.” Grok 4.20 · comparative prompt · first choice
“Compare Signifyd or Riskified if your priority is covered chargeback exposure and automated order decisions.” GPT-6 Luna · comparative prompt · first choice
“The best ecommerce fraud prevention platform for a mid-market B2B company is Signifyd.” Llama 4 Maverick · 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.
“ClearSale has users who flag occasional service downtime and slow support response times during active issues” Claude Haiku 4.5 · negative prompt · soft negative
“I'd recommend requesting demos from ClearSale, Sift, and SEON to evaluate which fits your specific B2B workflow needs best.” MiniMax M2.5 · direct prompt · first choice
“ClearSale if you want a more established option with a strong small-business reputation” GPT-5.4 mini · budget prompt · first choice
“ClearSale and Signifyd are the top choices due to their proven track records” Mistral Small · 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.