Sift vs ClearSale
Two of fourteen models named Sift first on the direct prompt; one named ClearSale. Sift was named by fourteen of the fourteen models and ClearSale by eight and Sift carries 44 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
SiftFirst choices, of fourteen modelsClearSaleAcross every category in the October 2026 Edition, Sift and ClearSale were named in the same answer thirty-seven times, of the 161 answers naming Sift and the 53 naming ClearSale. In those answers ClearSale took the first choice three times and Sift five.
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 | | |
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
Sift first, ClearSale not the choice
2 of 14 modelsClearSale was named in the answer but not as the choice, or not at all.ClearSale first, Sift not the choice
1 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
7 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
Sift4%#6 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 eight in this category shown.
“Can be complex to configure; occasional false positives requiring manual review. Not ideal for very small teams due to setup overhead.” Grok 4.1 Fast · negative prompt · soft negative
“Unlike consumer-focused tools (like Sift or Stripe Radar), these are specifically designed for B2B payment workflows” Kimi K2 · paraphrase prompt · soft negative
“Some users note that the system can occasionally generate false positives, which may require additional review time.” Claude Haiku 4.5 · negative prompt · soft negative
“Start with Sift for most mid-market B2B ecommerce—it's consistently #1 in G2 rankings for balanced performance without overkill.” Grok 4.1 Fast · direct prompt · first choice
“Sift maintains #1 position across all fraud prevention categories in G2's Fall 2025 Reports” Muse Glimmer 30B · comparative prompt · first choice
“Sift - Top-rated on G2 for real-time detection.” Grok 4.1 Fast · comparative 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.