| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Vulnerability management platforms | Security operations | 0% | 12 of 80 | 4% | 24 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 1 | 0 | 4 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“top vulnerability management platforms in 2026 are typically Tenable, Qualys VMDR, and Rapid7 InsightVM for broad enterprise vulnerability management” Perplexity Sonar · Vuln management · comparative prompt · first choice
“a large hybrid enterprise probably wants Tenable or Qualys” DeepSeek V4 Flash · Vuln management · comparative prompt · first choice
“Qualys VMDR ... combines traditional vulnerability management with advanced threat detection and automated response capabilities” Claude Haiku 4.5 · Vuln management · comparative prompt · alternative
“if you have a large, distributed, or regulated environment and want cloud-delivered continuous monitoring” Perplexity Sonar · Vuln management · paraphrase 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.
“Qualys can be more platform than a lean IT team wants to run.” Claude Haiku 4.5 · Vuln management · direct prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 74 of the 83 answers that named Qualys VMDR and are not a share of its labels.
330 of the 330 domain citations in answers naming Qualys VMDR 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 Qualys VMDR'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 Qualys VMDR, 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 qualysvmdr.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.