| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Client-side protection | Security operations | 4% | 8 of 120 | 27% | 26 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 0 | 1 | 3 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 1 | 1 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 3 | 0 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Choose In-Browser Runtime Agents (Source Defense / HUMAN) if you operate a high-volume checkout or login page and want *active prevention*” Gemini 3.5 Flash · Client-side protection · comparative prompt · first choice
“I'd recommend starting with c/side (free tier) or Source Defense Essentials ($98/month)” Kimi K2 · Client-side protection · direct prompt · first choice
“I'd start with Source Defense's PCI Compliance product for a mid-sized B2B company” GPT-6 Luna · Client-side protection · paraphrase prompt · first choice
“Source Defense is repeatedly called out for mid-market and enterprise teams managing third-party vendor ecosystems.” Muse Glimmer 30B · Client-side protection · direct prompt · alternative
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.
“solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks” Qwen 3.7 Flash · Client-side protection · negative prompt · soft negative
“Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed.” Muse Glimmer 30B · Client-side protection · negative prompt · soft negative
“you do not need to pay $15,000+ per year for enterprise-grade solutions (like Akamai, Jscrambler, or Source Defense)” Gemini 3.5 Flash · Client-side protection · budget prompt · soft negative
“Claims to protect against Magecart, but independent testing shows it can be evaded by obfuscated scripts.” MiniMax M2.5 · Client-side protection · 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 69 of the 69 answers that named Source Defense and are not a share of its labels.
339 of the 339 domain citations in answers naming Source Defense 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 | 279 | 18 | 2026-09-24 | Client-side protection, CDN | |
| Glossary or explainer | 76 | 1 | 2026-08-07 | WAF, ASM | |
| Webinar or virtual event | 52 | 5 | 2026-08-19 | ||
| News or press | 46 | 0 | 2023-06-06 | ||
| Report or ebook | 34 | 14 | 2026-08-14 | ||
| Case study | 7 | 4 | 2026-08-11 | ||
| Podcast or video | 7 | 0 | 2025-11-13 | ||
| Comparison | 5 | 3 | 2026-08-11 | ||
| Conference or event | 2 | 0 | 2022-06-07 |
Every page sourcedefense.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 Source Defense's own pages state, read October 5, 2026: sourcedefense.com, sourcedefense.com/platform, sourcedefense.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 Source Defense'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 Source Defense, 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 Source Defense by email, built from the raw record of the edition. It shows: