| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Dynamic application security testing | Developer platform | 20% | 2 of 58 | 5% | 43 | accepted challenger | |
| Penetration testing as a service | Security operations | 0% | 27 of 82 | 0% | 2 | under 10 labels · led by Cobalt at 45% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| API security platforms | Security operations | 0% | 65 of 93 | 0% | 1 | under 10 labels · led by Aikido Security at 12% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 1 | 3 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 3 | 0 | 1 | 1 | 5 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 0 | 4 |
| Kimi K2 | 3 | 3 | 1 | 0 | 7 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 2 | 0 | 2 | 0 | 4 |
| GPT-6 Luna | 1 | 2 | 0 | 0 | 3 |
| Muse Glimmer 30B | 2 | 1 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Invicti is considered the best DAST tool for most mid-market enterprises, with proof-based scanning that eliminates false-positive triage” Claude Haiku 4.5 · DAST · direct prompt · first choice
“Combines DAST with IAST, excels at identifying vulnerabilities in web apps and APIs, and is known for high accuracy and low false positives.” Mistral Small · DAST · comparative prompt · first choice
“commercial tools like Burp Suite Professional and Invicti catch more vulnerability types than open-source alternatives” MiniMax M2.5 · DAST · comparative prompt · first choice
“Leaders like Invicti... score higher on accuracy (proof-based scanning), CI/CD integration, and API/SPA support.” Grok 4.20 · DAST · negative 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.
“Invicti has had GUI scan bugs observed at times and slows down while scanning large applications” Claude Haiku 4.5 · DAST · negative prompt · soft negative
“Quote-only (enterprise skew) | Exploit confirmation; scales well but pricier” Grok 4.20 · DAST · paraphrase 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 137 of the 142 answers that named Invicti and are not a share of its labels.
538 of the 616 domain citations in answers naming Invicti came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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 | 1,006 | undated | SAST, WAF | ||
| Webinar or virtual event | 204 | undated | SAST | ||
| News or press | 170 | undated | SAST, SCA | ||
| Report or ebook | 126 | undated | |||
| Glossary or explainer | 90 | undated | SCA, SAST | ||
| Comparison | 54 | undated | SAST, SCA | ||
| Case study | 39 | undated | |||
| Conference or event | 36 | undated | |||
| Podcast or video | 35 | undated | |||
| Template or tool | 29 | undated |
Every page invicti.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. Of its titles that name a category, most name SAST (19); 0 name its categories the models place it in. 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 Invicti's own pages state, read September 28, 2026: invicti.com, invicti.com/pricing, trust.invicti.com, invicti.com/platform-overview, invicti.com/customers. 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 Invicti'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 Invicti, 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 Invicti by email, built from the raw record of the edition. It shows:
Invicti is among the products AI models recommend first in Dynamic application security testing 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.