Zero of fourteen models named Microsoft Defender Vulnerability Management first on the direct prompt; two named Vicarius vRx. Microsoft Defender Vulnerability Management was named by ten of the fourteen models and Vicarius vRx by eight and Microsoft Defender Vulnerability Management carries 23 labels and Vicarius vRx 11, 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.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“vRx is highly regarded in the mid-market space. It uses a single agent to perform vulnerability scanning, risk prioritization, and automated patching” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-market B2B companies, Rapid7 InsightVM or Vicarius vRx are the strongest overall picks.” DeepSeek V4 Flash · direct prompt · first choice
“described as the strongest fit because of its patchless protection and lower operational overhead” Perplexity Sonar · direct 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.