| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce fraud prevention | Receivables and billing | 8% | 4 of 70 | 19% | 43 | accepted challenger | |
| Chargeback management | Receivables and billing | 0% | 30 of 81 | 39% | 18 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-5.4 mini | 0 | 2 | 1 | 1 | 4 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 3 | 7 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.1 Fast | 1 | 2 | 1 | 2 | 6 |
| Mistral Small | 1 | 2 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 1 | 2 | 2 | 2 | 7 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 3 | 1 | 2 | 1 | 7 |
| Kimi K2 | 1 | 2 | 0 | 2 | 5 |
| GLM 4.7 FlashX | 2 | 0 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 1 | 2 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Choose Signifyd or Riskified if: You want to outsource fraud completely... Go with Signifyd if you are mid-market and want seamless e-commerce platform plug-ins.” Gemini 3.5 Flash · Ecommerce fraud · comparative prompt · first choice
“Choose a Guarantee Tool (Signifyd/Riskified) if you are overwhelmed by manual reviews and cannot afford to be liable for fraud losses.” Qwen 3.7 Flash · Chargeback management · comparative prompt · first choice
“The original "chargeback guarantee" pioneer ... Best fit: High-volume merchants ($10M+ GMV) who want fraud completely off their plate.” Kimi K2 · Ecommerce fraud · comparative prompt · first choice
“The Best Overall (Especially for Open Credit): Signifyd ... widely considered the gold standard for B2B commerce” Qwen 3.7 Flash · Ecommerce fraud · direct 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.
“custom enterprise pricing, usually requiring a sales call and large commitments” DeepSeek V4 Flash · Chargeback management · budget prompt · hard negative
“Signifyd's public terms define eligible chargebacks narrowly... That's a reason to get the exact coverage schedule and exclusions in the signed agreement—not, by itself, a reason to avoid Signifyd.” GPT-6 Luna · Ecommerce fraud · negative prompt · soft negative
“Fraud-prevention tools like Signifyd, Riskified, or ClearSale offer "chargeback guarantees"... their systems are heavily incentivized to be ultra-conservative.” Gemini 3.5 Flash · Chargeback management · negative prompt · soft negative
“Signifyd offers chargeback guarantees rather than prevention itself... small businesses with tight margins might find the cost structure challenging” Claude Haiku 4.5 · Chargeback management · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 186 of the 198 answers that named Signifyd and are not a share of its labels.
685 of the 685 domain citations in answers naming Signifyd 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 | 732 | 20 | 2026-09-30 | Ecommerce fraud, Chargeback management | |
| Case study | 46 | 0 | 2024-08-29 | ||
| Conference or event | 42 | 1 | 2026-07-29 | ||
| News or press | 22 | 2 | 2026-08-06 | ||
| Comparison | 19 | 1 | 2026-08-11 | ||
| Webinar or virtual event | 7 | 0 | 2025-03-20 | ||
| Glossary or explainer | 7 | 3 | 2026-09-30 | ||
| Report or ebook | 6 | 0 | 2025-09-16 | ||
| Template or tool | 4 | 0 | 2025-08-13 |
Every page signifyd.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 Signifyd's own pages state, read October 5, 2026: signifyd.com, signifyd.com/pricing, signifyd.com/solutions/seamless-sca, signifyd.com/customers, signifyd.com/partners. 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 Signifyd'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 Signifyd, 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 Signifyd by email, built from the raw record of the edition. It shows: