One of fourteen models named Qualys VMDR first on the direct prompt; zero named Microsoft Defender Vulnerability Management. Qualys VMDR was named by fourteen of the fourteen models and Microsoft Defender Vulnerability Management by ten and Qualys VMDR carries 65 labels and Microsoft Defender Vulnerability Management 23, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the vulnerability management platforms page.
Across every category in the October 2026 Edition, Qualys VMDR and Microsoft Defender Vulnerability Management were named in the same answer sixty-three times, of the 179 answers naming Qualys VMDR and the 73 naming Microsoft Defender Vulnerability Management. In those answers Microsoft Defender Vulnerability Management took the first choice nine times and Qualys VMDR twelve.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Full‑featured enterprise tools (Rapid7, Qualys, Tenable.io) without a dedicated security team” GLM 4.7 FlashX · budget prompt · hard negative
“it is frequently cited in user reviews as a platform where you should be cautious due to its high cost, high false positive rates, and poor support” GLM 4.7 FlashX · negative prompt · soft negative
“Qualys VMDR also produces false positive and false negative alerts, making report generation time-consuming, and its interface is complex” Claude Haiku 4.5 · negative prompt · soft negative
“Holistic approach with comprehensive coverage... Best for: Enterprises needing broad asset coverage and real-time insights.” Mistral Small · comparative prompt · first choice
“Qualys VMDR | TruRisk scoring, unified cloud architecture, easy to use | Mid-market looking for a consolidated platform” DeepSeek V4 Flash · scale prompt · first choice
“Tenable, Qualys, and Rapid7 InsightVM remain the three pure-play leaders that buyers should shortlist first” Muse Glimmer 30B · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Limitations: Feature depth drops outside Windows ecosystem; limited Linux/macOS capabilities” Kimi K2 · comparative prompt · soft negative
“they should not be your *only* vulnerability management platform” Gemini 3.5 Flash · negative prompt · soft negative
“Multi-tenant features are disappointing” DeepSeek V4 Flash · negative prompt · soft negative
“for a tight budget, I'd start with Microsoft Defender Vulnerability Management if you already use Microsoft 365 or Defender” GPT-6 Luna · budget prompt · first choice
“Microsoft Defender Vulnerability Management (free trial / included...) for risk‑based prioritization and remediation” GLM 4.7 FlashX · budget prompt · first choice
“Microsoft-heavy environment: Evaluate Microsoft Defender Vulnerability Management first if you already use Microsoft Defender for Endpoint P2” GPT-6 Luna · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.