# Verifi: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 29 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/verifi

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Chargeback management](https://www.gane.ai/index/finance/receivables/chargeback-management/index.md) | 2% | 12 | 14% | 29 |

## What the models said for it

- "Need the fastest early dispute deflection? Choose Verifi or Ethoca." (GPT-5.4 mini, Chargeback management)
- "Best overall for a mid-sized B2B merchant: Verifi" (GPT-5.4 mini, Chargeback management)
- "Visa-owned dispute resolution... Best for merchants that take Visa and want integration with Visa's extensive network." (Muse Glimmer 30B, Chargeback management)
- "combining a pre-dispute network like Ethoca/Verifi with an automation platform such as Chargeflow/Chargeblast" (Muse Glimmer 30B, Chargeback management)

## And against it

- "Third-party middlemen reselling early-warning alerts (Ethoca / Verifi / RDR)... reseller middlemen often mark up these network alert fees" (Gemini 3.5 Flash, Chargeback management)
- "widely recognized and generally considered reputable, but some merchants have expressed frustration with their pricing models" (Mistral Small, Chargeback management)
- "Verifi and Ethoca, for example, are network alert systems rather than full dispute-management platforms" (Perplexity Sonar, Chargeback management)
- "Note: These often require higher volumes to be worth the setup." (Qwen 3.7 Flash, Chargeback management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 2 | 0 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 1 | 2 | 1 | 4 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 1 | 3 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Verifi, from 61 of the 67 answers that named it (only the models that return a source list).

### Domains cited

- getapp.com: 30
- softwareadvice.co.uk: 20
- capterra.com: 18
- chargeback.io: 18
- claimlane.com: 18
- softwareadvice.com: 18
- theretailexec.com: 18
- capterra.co.uk: 17
- stripe.com: 16
- fitsmallbusiness.com: 15

### Pages cited

- https://getapp.com/all-software/chargeback-management: 26
- https://softwareadvice.co.uk/directory/4793/chargeback-management-software/software: 20
- https://claimlane.com/resources/blog/chargeback-management-software: 18
- https://theretailexec.com/tools/best-chargeback-management-software: 18
- https://capterra.co.uk/directory/33796/chargeback-management/software: 17
- https://capterra.com/chargeback-management-software: 16
- https://fitsmallbusiness.com/best-chargeback-protection-service: 15
- https://guideflow.com/blog/chargeback-management-software: 14

## What it publishes

Every page verifi.com exposes, read 2026-10-05: 26 addresses. By kind, pages and the last 90 days:

- blog: 1 pages, 0 in the last 90 days, latest 2025-03-18
- webinar or virtual event: 3 pages, 0 in the last 90 days, latest 2025-02-14
- Recent: 2025-03-18 blog: 2026 fraud and payments report https://www.verifi.com/2026-fraud-and-payments-report.html
- Recent: 2025-02-14 webinar or virtual event: Level up your dispute operations https://www.verifi.com/webinars-events/level-up-your-dispute-operations.html
- Recent: 2023-08-16 webinar or virtual event: Compelling evidence 3 0 in action https://www.verifi.com/webinars-events/compelling-evidence-3-0-in-action.html

## 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.