Chargeback.io is a chargeback management product that offers real-time prevention alerts through the RDR, CDRN and Ethoca networks, along with automated representment workflows · chargeback.io ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Chargeblast is first at 23%.
Chargeblast is first at 19%. 0 of 14 models made it the first choice when asked directly.
Chargebacks911 is first at 25%.
“For most limited-budget companies: Chargeback.io is likely your best bet”Kimi K2 · Budget-constrained question · first choice
“For pure prevention on a pay-per-prevented basis, Chargeback.io markets the cheapest alert rates.”Muse Glimmer 30B · Budget-constrained question · alternative
“ideal for low-volume businesses since you don't pay unless you receive alerts”Claude Haiku 4.5 · Budget-constrained question · alternative
“For prevention-first: Chargeblast, ChargebackStop, Chargeback.io”GLM 4.7 FlashX · Comparative question · alternative
“Chargeflow / Chargeback.io | Automated post-transaction chargeback dispute recovery. | Best for post-purchase recovery; does not prevent true fraud before the checkout happens.”Gemini 3.5 Flash · Negative question · warning
“be wary of over-reliance on automated refunds—this can lead to unnecessary revenue loss if not calibrated properly”Grok 4.20 · Negative question · warning
The products named in the same answers as Chargeback.io, over the 22 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 14 | 4 | View → | |
| 13 | 1 | View → | |
| 12 | 8 | View → | |
| 9 | 1 | View → | |
| 9 | 1 | View → | |
| 7 | 2 | View → | |
| 7 | 1 | View → | |
| 6 | 0 | View → | |
| 5 | 1 | View → | |
| 5 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Chargeback.io'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 22 of the 22 answers that named Chargeback.io and are not a share of its labels.
Eighty-two of the 103 domain citations in answers naming Chargeback.io 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 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 159 | 100 | 2026-09-30 | Chargeback management, Payment orchestration | |
| Glossary or explainer | 38 | 38 | 2026-09-28 | Chargeback management | |
| Comparison | 31 | 23 | 2026-09-28 | ||
| Case study | 2 | 2 | 2026-09-07 | ||
| Template or tool | 1 | undated |
Every page chargeback.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.