| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Penetration testing as a service | Security operations | 2% | 7 of 76 | 0% | 7 | under 10 labels · led by Cobalt at 44% |
| Managed detection and response | Security operations | 0% | 32 of 45 | 0% | 1 | under 10 labels · led by Arctic Wolf Managed Detection and Response at 39% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“consider grey-box testing with a provider like BreachLock, UnderDefense, or Kualitatem” Claude Haiku 4.5 · PTaaS · budget prompt · first choice
“Mid‑to‑large enterprises with hybrid/multi‑vendor setups; agentic‑AI SOC layered on existing tools.” GLM 4.7 FlashX · MDR · comparative prompt · alternative
“Choose UnderDefense if budget is a primary concern but you still need quality testing” Kimi K2 · PTaaS · direct prompt · alternative
“repeatedly described as serving SMBs with more affordable or accessible offerings” Perplexity Sonar · PTaaS · budget 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.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 23 of the 23 answers that named UnderDefense and are not a share of its labels.
Seventy-nine of the ninety-seven domain citations in answers naming UnderDefense came from somebody else's page.
Pages are listed as the models cited 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 UnderDefense'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 UnderDefense, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at underdefense.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.