Shopify Fraud Analysis is an ecommerce fraud prevention tool built into the Shopify platform · shopify.com ↗
A product needs 10 labels in a category before a share is stated. Shopify Fraud Analysis has 4.
“Shopify merchant → start with Shopify's tools.”GPT-6 Luna · Budget-constrained question · first choice
“built-in tools like Shopify Plus/Enterprise Fraud Analysis (if on Shopify) combined with careful manual review”Qwen 3.7 Flash · Negative question · alternative
“Start with integrated options: Shopify Payments, Stripe Radar, or PayPal's tools are often sufficient for starters”Grok 4.20 · Negative question · alternative
“Best for Shopify Merchants: Shopify Fraud Analysis”Qwen 3.7 Flash · Budget-constrained question · alternative
No model argued against it.
The products named in the same answers as Shopify Fraud Analysis, over the 9 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 8 | 3 | View → | |
| 7 | 0 | View → | |
| 4 | 2 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 3 | 1 | View → | |
| 3 | 0 | View → | |
| 2 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Shopify Fraud Analysis's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 9 of the 9 answers that named Shopify Fraud Analysis and are not a share of its labels.
Twenty-six of the twenty-nine domain citations in answers naming Shopify Fraud Analysis came from a third party's page.
Pages are listed as the models cited them.
| 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| 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 | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |