# Shopify Protect: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/shopify-protect

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce fraud prevention](https://www.gane.ai/index/finance/receivables/ecommerce-fraud-prevention/index.md) | 2% | 19 | 50% | 2 |
| [Chargeback management](https://www.gane.ai/index/finance/receivables/chargeback-management/index.md) | 0% | 54 | 0% | 1 |

## What the models said for it

- "turn on their native tools first (Stripe Radar / Shopify Protect)—they are usually more than enough for small businesses" (Gemini 3.5 Flash, Ecommerce fraud)
- "Shopify Protect (Free): Automatically included for eligible Shop Pay transactions" (Gemini 3.5 Flash, Chargeback management)

## And against it

- "Native Gateway Filters *(Stripe Radar, Shopify Protect)* | ... Less granular control; native scoring can miss cross-order fraud patterns" (Gemini 3.5 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 | 1 | 1 | 0 | 1 | 3 |
| 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 | 0 | 0 | 0 | 0 |
| 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 Shopify Protect, from 11 of the 16 answers that named it (only the models that return a source list).

### Domains cited

- stripe.com: 6
- chargeback.io: 5
- cside.com: 5
- chargeblast.com: 4
- chargeflow.io: 4
- g2.com: 4
- guideflow.com: 3
- help.shopify.com: 3 (its own site)
- merchantfraudjournal.com: 3
- shopify.com: 3 (its own site)

### Pages cited

- https://cside.com/blog/best-chargeback-prevention-software: 4
- https://chargeback.io/blog/best-chargeback-prevention-software: 3
- https://merchantfraudjournal.com/top-ecommerce-fraud-prevention-solutions: 3
- https://beastinsights.com/best/chargeback-management-software: 2
- https://chargeblast.com/blog/the-best-chargeback-management-software-solutions-for-2026-compared: 2
- https://chargeblast.com/blog/the-best-chargeback-prevention-software-2026-merchants-guide: 2
- https://chargeflow.io/blog/chargeback-management-small-businesses: 2
- https://docs.stripe.com/radar: 2

## In its own words

What Shopify Protect's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Chargeback Protection for Merchants (https://www.shopify.com/protect)
- For: Merchants (https://www.shopify.com/protect)
- Price stated: free, built-in chargeback protection; at no extra cost (https://www.shopify.com/protect)
- Free plan or trial: free, built-in chargeback protection (https://www.shopify.com/protect)
- Customers named: Mignonne Gavigan

## 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.