# Chargeback management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "chargeback management tool" and as "payment dispute management software", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/finance/receivables/chargeback-management

**Standing:** Chargeblast leads with 19% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Chargeblast](https://www.gane.ai/index/finance/vendors/chargeblast/index.md) | 19% | 7% | 41 |
| 2 | [Chargeflow](https://www.gane.ai/index/finance/vendors/chargeflow/index.md) | 15% | 18% | 40 |
| 3 | [HighRadius](https://www.gane.ai/index/finance/vendors/highradius/index.md) | 15% | 15% | 13 |
| 5 | [Chargebacks911](https://www.gane.ai/index/finance/vendors/chargebacks911/index.md) | 6% | 14% | 29 |
| 6 | [Midigator](https://www.gane.ai/index/finance/vendors/midigator/index.md) | 6% | 5% | 19 |
| 9 | [ChargebackStop](https://www.gane.ai/index/finance/vendors/chargebackstop/index.md) | 4% | 15% | 26 |
| 10 | [Justt](https://www.gane.ai/index/finance/vendors/justt/index.md) | 4% | 9% | 23 |
| 12 | [Verifi](https://www.gane.ai/index/finance/vendors/verifi/index.md) | 2% | 14% | 29 |
| 13 | [Chargeback Gurus](https://www.gane.ai/index/finance/vendors/chargeback-gurus/index.md) | 2% | 8% | 13 |
| 17 | [Kount Chargeback Management](https://www.gane.ai/index/finance/vendors/kount-chargeback-management/index.md) | 0% | 13% | 23 |
| 18 | [Signifyd](https://www.gane.ai/index/finance/vendors/signifyd/index.md) | 0% | 0% | 19 |
| 19 | [Ethoca](https://www.gane.ai/index/finance/vendors/ethoca/index.md) | 0% | 16% | 25 |

Rank is by share of first choices among all 87 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Chargebacks911; alternatives Chargeflow, Justt, Midigator, Verifi
- GPT-5.4 mini: Chargeback Gurus; alternatives Justt, Kount Chargeback Management, Signifyd
- Gemini 3.5 Flash: Chargeflow; alternatives Chargebacks911, HighRadius Dispute & Deduction Management, Kount Chargeback Management, Midigator
- Perplexity Sonar: Chargebacks911; alternatives Chargeflow, Quavo
- Grok 4.20: Midigator; alternatives ChargebackStop, Chargeblast, Chargeflow, Justt
- Mistral Small: Justt, Midigator; alternatives ChargebackStop, Chargeblast
- DeepSeek V4 Flash: Chargebacks911, Chargeblast; alternatives Justt
- Llama 4 Maverick: ChargebackStop, Chargeblast, Midigator
- Qwen 3.7 Flash: Chargeblast; alternatives Chargeback Gurus, Chargebacks911, Chargeflow, Ethoca
- Kimi K2: MidMetrics; alternatives ChargeMate, Chargebacks911, Chargeflow, Disputifier
- GLM 4.7 FlashX: Chargeflow; alternatives ChargebackStop, Chargeblast
- MiniMax M2.5: HighRadius; alternatives ChargebackStop, Midigator
- GPT-6 Luna: Justt; alternatives Chargeflow, Kount Chargeback Management
- Muse Glimmer 30B: ChargebackStop, Chargeblast; alternatives Chargebacks911, Chargeflow, Ethoca, Midigator

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- getapp.com: 39 answers, 56 citations
- capterra.com: 32 answers, 33 citations
- chargeback.io: 29 answers, 39 citations
- softwareadvice.co.uk: 28 answers, 29 citations
- softwareadvice.com: 27 answers, 33 citations
- guideflow.com: 22 answers, 23 citations
- capterra.co.uk: 18 answers, 18 citations
- stripe.com: 17 answers, 24 citations

Pages named in the most answers:

- https://getapp.com/all-software/chargeback-management (32 answers)
- https://capterra.com/chargeback-management-software (29 answers)
- https://softwareadvice.co.uk/directory/4793/chargeback-management-software/software (28 answers)
- https://softwareadvice.com/category/4793-chargeback-management (19 answers)
- https://capterra.co.uk/directory/33796/chargeback-management/software (18 answers)
- https://fitsmallbusiness.com/best-chargeback-protection-service (16 answers)
- https://guideflow.com/blog/chargeback-management-software (15 answers)
- https://theretailexec.com/tools/best-chargeback-management-software (15 answers)
- https://fintechspecs.com/blog/best-chargeback-management-tools-saas (14 answers)
- https://chargeback.io/ (13 answers)

## Warned against

- Chargeflow: 7 of 40 labels negative. "here are the chargeback management tools you should be cautious about or avoid: ... Chargeflow has mixed reviews with significant concerns" (GLM 4.7 FlashX, negative prompt)
- Chargebacks911: 4 of 29 labels negative. "Chargebacks911 — strongest documented caution. The FTC and Florida sued the company, alleging unfair tactics" (GPT-6 Luna, negative prompt)
- Ethoca: 4 of 25 labels negative. "some merchants have expressed frustration with their pricing models and the fact that they operate primarily after the transaction has occurred" (Mistral Small, negative prompt)
- Verifi: 4 of 29 labels negative. "Third-party middlemen reselling early-warning alerts (Ethoca / Verifi / RDR)... reseller middlemen often mark up these network alert fees" (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Chargeflow (24%) to Chargeblast (19%). Margin 4 points, within noise.

- Chargeblast: 6% to 19%, +13. Cleared the floor by 3 points · rank 6 → 1 of 87.
- Disputifier: 10% to 0%, −10. Inside the floor by 0 points · rank 4 → 21 of 87.
- Chargeflow: 24% to 15%, −9. Inside the floor by 1 point · rank 1 → 2 of 87.
- HighRadius: 6% to 15%, +9. Inside the floor by 1 point · rank 8 → 3 of 87.
- Gaviti: 12% to 6%, −6. Inside the floor by 4 points · rank 2 → 7 of 87.
- Midigator: 10% to 6%, −4. Inside the floor by 6 points · rank 3 → 6 of 87.
- ChargebackStop: 0% to 4%, +4. Inside the floor by 6 points · rank 20 → 9 of 87.
- Chargebacks911: 4% to 6%, +2. Inside the floor by 8 points · rank 10 → 5 of 87.
- Justt: 6% to 4%, −2. Inside the floor by 8 points · rank 5 → 10 of 87.
- Verifi: 0% to 2%, +2. Inside the floor by 8 points · rank 16 → 12 of 87.
- Chargeback Gurus: 2% to 2%, ±0. Inside the floor by 10 points · rank 12 → 13 of 87.
- Kount Chargeback Management: 0% to 0%, ±0. Inside the floor by 10 points · rank 17 of 87, unchanged.

## 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.