| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Penetration testing as a service | Security operations | 45% | 1 of 82 | 2% | 41 | endorsed leader | ▼−1Since September 2026: 44% → 44%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| PTaaS | 44% | 44% | ▼−1Since September 2026: 44% → 44%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 82, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 0 | 0 | 3 |
| GPT-5.4 mini | 2 | 0 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 2 | 1 | 1 | 0 | 4 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 0 | 2 | 1 | 4 |
| Mistral Small | 2 | 1 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 3 | 1 | 0 | 0 | 4 |
| Kimi K2 | 2 | 1 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 2 | 1 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 2 | 1 | 0 | 0 | 3 |
| Muse Glimmer 30B | 1 | 1 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“I would recommend considering Cobalt or Software Secured, as they are specifically highlighted as top choices for mid-market organizations” Qwen 3.7 Flash · PTaaS · paraphrase prompt · first choice
“For Growing Tech Companies: Go with Cobalt. The ability to run frequent tests on your API and web app helps you ship faster” Qwen 3.7 Flash · PTaaS · comparative prompt · first choice
“For compliance-driven mid-market: Cobalt, Packetlabs, or BreachLock are the most frequently recommended choices.” Claude Haiku 4.5 · PTaaS · direct prompt · first choice
“For most mid-market companies, Cobalt.io and BreachLock are especially popular due to their PTaaS models” Mistral Small · PTaaS · 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.
“crowdsourced like HackerOne/Cobalt work for speed but less for deep compliance” Grok 4.20 · PTaaS · direct 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 114 of the 120 answers that named Cobalt and are not a share of its labels.
461 of the 487 domain citations in answers naming Cobalt 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 | 696 | 16 | 2026-09-24 | PTaaS, MFA | |
| News or press | 237 | 3 | 2026-09-02 | PTaaS | |
| Webinar or virtual event | 110 | 0 | 2025-12-10 | Compliance automation, TPRM | |
| Case study | 34 | 1 | 2026-09-17 | ||
| Glossary or explainer | 32 | 0 | 2026-05-13 | PTaaS | |
| Conference or event | 22 | 0 | 2026-03-09 | ||
| Comparison | 19 | 0 | 2025-12-16 | SAST | |
| Template or tool | 8 | 0 | 2026-06-26 | PTaaS | |
| Report or ebook | 2 | undated | |||
| Podcast or video | 2 | 0 | 2025-08-29 |
As the event pages on cobalt.io state them, read September 28, 2026.
Every page cobalt.io 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 Cobalt's own pages state, read September 28, 2026: cobalt.io, trust.cobalt.io, cobalt.io/platform, cobalt.io/customers, cobalt.io/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 Cobalt'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 Cobalt, 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 Cobalt by email, built from the raw record of the edition. It shows:
AI models recommend Cobalt first in Penetration testing as a service 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.