| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Application security posture management | Developer platform | 10% | 3 of 70 | 11% | 18 | accepted challenger | |
| Vulnerability management platforms | Security operations | 0% | 27 of 77 | 0% | 2 | under 10 labels · led by Rapid7 InsightVM at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Software composition analysis | Developer platform | 0% | 38 of 50 | 0% | 1 | under 10 labels · led by Trivy at 31% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 3 | 2 | 0 | 6 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.20 | 1 | 1 | 1 | 0 | 3 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“DefectDojo Community Edition – free, powerful, and integrates with 500+ tools. Great for small teams with some DevOps/DevSecOps capacity.” GLM 4.7 FlashX · ASPM · budget prompt · first choice
“DefectDojo (Open Source/Community Edition) is the best overall choice because it is free forever” DeepSeek V4 Flash · ASPM · budget prompt · first choice
“If you have DevOps talent: Choose DefectDojo. It maximizes ROI because you aren't paying for a license” Qwen 3.7 Flash · ASPM · budget prompt · first choice
“choose DefectDojo if software spend must be near zero and you can handle the operational overhead” Perplexity Sonar · ASPM · budget 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.
“DefectDojo (open source) – Zero licensing cost, but higher effort” DeepSeek V4 Flash · ASPM · scale prompt · soft negative
“DefectDojo (open source, but requires more setup)” Mistral Small · ASPM · scale 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 52 of the 54 answers that named DefectDojo and are not a share of its labels.
217 of the 240 domain citations in answers naming DefectDojo 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 | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 86 | 13 | 2026-09-23 | CSPM | |
| Conference or event | 36 | undated | |||
| News or press | 15 | 0 | 2026-06-24 | ||
| Report or ebook | 13 | undated | |||
| Comparison | 12 | 0 | 2026-02-21 | ||
| Template or tool | 7 | 0 | 2026-02-01 | ||
| Case study | 2 | undated | |||
| Glossary or explainer | 2 | 0 | 2026-02-15 | ||
| Webinar or virtual event | 1 | 0 | 2024-12-12 |
Every page defectdojo.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 September 29, 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 DefectDojo's own pages state, read October 5, 2026: defectdojo.com, defectdojo.com/pricing, trust.defectdojo.com, defectdojo.com/platform, defectdojo.com/case-studies. 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 DefectDojo'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 DefectDojo, 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 DefectDojo by email, built from the raw record of the edition. It shows:
DefectDojo is among the products AI models recommend first in Application security posture management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.