# Sift Digital Trust & Safety Suite: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/sift-digital-trust-safety-suite

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce fraud prevention](https://www.gane.ai/index/finance/receivables/ecommerce-fraud-prevention/index.md) | 0% | 47 | 0% | 1 |

## What the models said for it

- "Strong Alternative 1: Sift Digital Trust & Safety Suite" (DeepSeek V4 Flash, Ecommerce fraud)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Sift Digital Trust & Safety Suite, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aitoolbox.hk: 1
- aws.amazon.com: 1
- capterra.com.au: 1
- comparitech.com: 1
- eps.edenred.com: 1
- fraud.net: 1
- guideflow.com: 1
- highradius.com: 1
- paymentsandrisk.com: 1
- slashdot.org: 1

### Pages cited

- https://aitoolbox.hk/articles/best-ai-fraud-detection-tools-2026-sift-vs-forter-vs-signifyd-vs-riskified: 1
- https://aws.amazon.com/marketplace/pp/prodview-s3jq2dyxa7rva: 1
- https://capterra.com.au/directory/10058/financial-fraud-detection/software: 1
- https://comparitech.com/net-admin/best-fraud-detection-software: 1
- https://eps.edenred.com/blog/top-fraud-detection-tools: 1
- https://fraud.net/resources/best-ai-tools-for-preventing-payment-fraud: 1
- https://fraud.net/resources/best-fintech-fraud-management-software: 1
- https://fraud.net/resources/best-payment-fraud-services-for-enterprises: 1

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.