| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Chargeback management | Receivables and billing | 4% | 10 of 81 | 25% | 40 | criticized challenger | |
| Ecommerce fraud prevention | Receivables and billing | 0% | 28 of 70 | 0% | 2 | under 10 labels · led by SEON at 16% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 0 | 2 | 5 |
| Mistral Small | 1 | 0 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 3 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 0 | 4 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 1 | 3 |
| MiniMax M2.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 1 | 1 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Chargebacks911 is well-suited for mid-market and enterprise merchants across e-commerce, travel, and digital goods who want a performance-guaranteed managed solution” Claude Haiku 4.5 · Chargeback management · direct prompt · first choice
“Larger merchants with frequent chargebacks usually need dedicated tools like Chargebacks911 or Midigator to handle volume and rules at scale.” Muse Glimmer 30B · Chargeback management · comparative prompt · first choice
“The "original" end-to-end chargeback platform, offering dual-layer management (both prevention and recovery) with a human touch.” DeepSeek V4 Flash · Chargeback management · comparative prompt · first choice
“Offers the full suite – alerts, data intelligence, fraud detection, and automated representment. Ideal for high-volume merchants” MiniMax M2.5 · Chargeback management · comparative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“One provider to scrutinize especially carefully: Chargebacks911... The FTC and Florida alleged that it used misleading evidence in some dispute responses” GPT-6 Luna · Chargeback management · negative prompt · hard negative
“Don't sign long-term contracts — especially with Chargebacks911 or any vendor requiring a 2-year commitment.” DeepSeek V4 Flash · Chargeback management · negative prompt · hard negative
“What to Avoid on a Tight Budget - Chargebacks911 and Midigator — ... prohibitive for most small businesses” DeepSeek V4 Flash · Chargeback management · budget prompt · hard negative
“Avoid enterprise tools like Chargebacks911 or Midigator ($500+ setup/$1,000+/month)—too pricey” Grok 4.1 Fast · Chargeback management · budget prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 108 of the 114 answers that named Chargebacks911 and are not a share of its labels.
422 of the 422 domain citations in answers naming Chargebacks911 came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 188 | 20 | 2026-09-25 | Chargeback management | |
| Glossary or explainer | 43 | 0 | 2026-02-09 | Chargeback management | |
| Podcast or video | 21 | 2 | 2026-09-25 | ||
| Comparison | 7 | 0 | 2026-02-09 | ||
| Conference or event | 6 | undated | |||
| Case study | 3 | 0 | 2025-06-24 | ||
| Webinar or virtual event | 3 | undated | |||
| Report or ebook | 2 | undated | |||
| Template or tool | 2 | undated |
As the event pages on chargebacks911.com state them, read October 5, 2026.
Every page chargebacks911.com 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Chargebacks911's own pages state, read October 5, 2026: chargebacks911.com. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Chargebacks911's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Chargebacks911, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Chargebacks911 by email, built from the raw record of the edition. It shows: