Sift vs ClearSale
Four of fourteen models named Sift first on the direct prompt; three named ClearSale. Sift was named by fourteen of the fourteen models and ClearSale by twelve and Sift carries 50 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
SiftFirst choices, of fourteen modelsClearSaleAcross every category in the November 2026 Edition, Sift and ClearSale were named in the same answer forty-six times, of the 180 answers naming Sift and the 82 naming ClearSale. In those answers ClearSale took the first choice three times and Sift one.
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 |
SiftCL ClearSale first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sift 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.Sift first, ClearSale not the choice
3 of 14 modelsClearSale was named in the answer but not as the choice, or not at all.ClearSale first, Sift an alternative
2 of 14 modelsSift was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Sift9%#4 of 11What the models said about Sift
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Sift – if you don't have a dedicated risk team, due to complexity and false positives.” DeepSeek V4 Flash · negative prompt · hard negative
“specific complaints focus on the user experience and rule creation” GLM 4.7 FlashX · negative prompt · hard negative
“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
“Sift — *Best Overall for Digital B2B Storefronts & ATO Protection*” Gemini 3.5 Flash · direct prompt · first choice
“I'd recommend requesting demos from ClearSale, Sift, and SEON” MiniMax M2.5 · direct prompt · first choice
“A mid-market friendly, deployment-light option is Sift.” Muse Glimmer 30B · paraphrase 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.